{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cloud Masking in python using VIIRS\n",
    "================================\n",
    "\n",
    "Cloud masking is an common problem for remote sensing; clouds often contaminate signals (like ICESat returns), or completely obscure spectral data for visible and multispectral sensors (like Landsat, Sentinel-2, or commercial imagery). There are two common approaches to masking out clouds:\n",
    "\n",
    "1. Use data within the image or remote sensing signal to flag cloud retrievals\n",
    "2. Use data from another sensor that hopefully contains more and/or better to mask clouds\n",
    "\n",
    "The first option is sensor specific; it benefits enormously from the fact that there is no spatio-temporal mismatch in the data. However, since it is sensor specific, the efficacy varies widely: some sensors have the spectral resolution to have a dedicated cloud detection band (or bands)... but some sensors will rely on decision trees for cloud classification (which is more heuristic than physically based), or signal attenuation (which yields high errors of both omission and commission). Although per sensor cloud masking tends to be more common, here we will focus on using external data sources for masking.\n",
    "\n",
    "Using data from another sensor potentially has significant benefits. It enables a consistent, physically based method to remove clouds across data products. The source data for cloud masking---VIIRS here, although MODIS is the other major candidate---acquires data over the entire earth at least twice a day, with ***much*** higher frequencies of revisits at the poles. The data from both MODIS and VIIRS are well known and trusted by the remote sensing community; their cloud products are reliable, and have their own independent QAQC. However, using a different sensor to provide a cloud mask has it's own challenges: \n",
    "\n",
    "1. The data from two sensors on different platforms are not coincident in time\n",
    "2. The resolutions from sensors on different platforms are almost certainly different\n",
    "3. The data acquisition grids are not aligned\n",
    "\n",
    "We'll show a simple real world use case here.\n",
    "\n",
    "Processing pipeline\n",
    "----------------------------\n",
    "\n",
    "I'll refer the image that we want correct as the 'target', and the image that we are retrieving cloud data from as the 'source'. There are three basic steps for cloud masking:\n",
    "\n",
    "1. Determine the VIIRS/MODIS Granules needed (source granules)\n",
    "2. Extract the cloud/non-cloud coordinates\n",
    "3. Determine which target pixels are cloud contaminated\n",
    "\n",
    "We will largely ignore step 1 in this notebook; we pick a study area, and manually download the granules that match the area. Obviously, we would want to automate this, either with a spatial query and bounded time slices or with reference to known repeat ground tracks, and include some simple intellengence about which source dataset(s) to use. Step 2 is fairly simple, and can be accomplished multiple ways. However, step 3 induces some resolution dependent considerations. \n",
    "\n",
    "If the target pixels (or laser footprints) are smaller than the VIIRS/MODIS cloud mask source pixels, simple nearest neighbor calculations tend to suffice: the VIIRS/MODIS latitude & longitude coordinates are for the center of the observation, so for each target coordinate that you want to mask, check to see what the closest source coordinate is. If the closest source pixel coordinate is a cloud, mask it, and if the coordinate isn't a cloud, don't mask it. Nearest neighbor calculations for distance metrics that obey the triangle inequality (e.g., both euclidean and haversine distances), tend to be quite fast if you just need to know what the neighbor index is, instead of knowing the exact distance... that said, cheap calculations get expensive when you have do millions or billions of them. If you didn't want to build spatial trees for both the cloud and non-cloud values, you could build for just the cloud coordinates, retrieve the index, and then calculate the single distance from the closest cloud using a distance threshold to decide if the area is cloud free for cheaper; or you could also do them on a GPU. There are options.\n",
    "\n",
    "If the target pixels that you are seeking to mask are ***larger*** than the VIIRS/MODIS source pixels, the process is a little different. For that case, you normally need to leave spherical coordinates (i.e., convert to a euclidean projection), and then do a chebyshev distance lookup (i.e., square distance): basically, you are checking to see what the count of cloud pixels inside of your data pixel, and then masking based on some sort of rule ( > 0 , or maybe >= N / 2, or perhaps do a fancy probability-based mask). Since the target pixels (generally 30 m or smaller) tend to be smaller than the source data (generally 100's of m to multiple km per pixel), I'll focus on that more common case here and follow up with the special case in a different notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A real world example: Landsat correction\n",
    "----------------------------------------\n",
    "\n",
    "This example is (heavily) modified from [Mahsa's 2016 paper](https://www.sciencedirect.com/science/article/pii/S0034425716302267); for that work, I was actually using MODIS data to look at water vapor and ozone retrievals as possible sources error, since she had already examined the Landsat images by hand for cloud contamination. Since the Landsat images from that project intentionally didn't have clouds, I've grabbed a Landsat scene for the same area that does. Note that this notebook will take 8-to-9 GB's of memory to run.\n",
    "\n",
    "All of the data files referenced here are available in this keybase folder:\n",
    "\n",
    "https://keybase.pub/espg/cloudmasking/\n",
    "\n",
    "A nix derivation for building dependcies can be found here. Finally, for anyone interested, there's also the [ipython notebook](https://espg.keybase.pub/cloudmasking/Ozone_MOD07-Mahsa_2nd_img.ipynb) that I did for Mahsa's paper, which extracts water vapor and ozone from MODIS ([as pdf](https://espg.keybase.pub/cloudmasking/Ozone_MOD07-Mahsa_2nd_img.pdf))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fixing figure output for all figures\n",
    "rcParams['axes.labelsize'] = 9\n",
    "rcParams['xtick.labelsize'] = 9\n",
    "rcParams['ytick.labelsize'] = 9\n",
    "rcParams['legend.fontsize'] = 9\n",
    "rcParams['figure.dpi'] = 160\n",
    "rcParams['savefig.dpi'] = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyproj\n",
    "import h5py\n",
    "\n",
    "from osgeo import osr, gdal\n",
    "\n",
    "from IPython.display import Image\n",
    "\n",
    "from sklearn.neighbors import BallTree, ball_tree\n",
    "from joblib import Parallel, delayed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2020-05-17 19:31:58--  https://espg.keybase.pub/cloudmasking/CLDMSK_L2_VIIRS_SNPP.A2014195.1442.001.2019071103127.nc\n",
      "Resolving espg.keybase.pub (espg.keybase.pub)... 35.171.250.101, 52.3.160.119, 34.232.198.135\n",
      "Connecting to espg.keybase.pub (espg.keybase.pub)|35.171.250.101|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 52260009 (50M) [application/x-netcdf]\n",
      "Saving to: ‘CLDMSK_L2_VIIRS_SNPP.A2014195.1442.001.2019071103127.nc’\n",
      "\n",
      "CLDMSK_L2_VIIRS_SNP 100%[===================>]  49.84M  49.5MB/s    in 1.0s    \n",
      "\n",
      "2020-05-17 19:32:00 (49.5 MB/s) - ‘CLDMSK_L2_VIIRS_SNPP.A2014195.1442.001.2019071103127.nc’ saved [52260009/52260009]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Define source data locations\n",
    "\n",
    "b2 = \"http://landsat-pds.s3.amazonaws.com/L8/006/013/LC80060132014195LGN00/LC80060132014195LGN00_B2.TIF\"\n",
    "b3 = \"http://landsat-pds.s3.amazonaws.com/L8/006/013/LC80060132014195LGN00/LC80060132014195LGN00_B3.TIF\" \n",
    "b4 = \"http://landsat-pds.s3.amazonaws.com/L8/006/013/LC80060132014195LGN00/LC80060132014195LGN00_B4.TIF\"\n",
    "b5 = \"http://landsat-pds.s3.amazonaws.com/L8/006/013/LC80060132014195LGN00/LC80060132014195LGN00_B5.TIF\"\n",
    "b6 = \"http://landsat-pds.s3.amazonaws.com/L8/006/013/LC80060132014195LGN00/LC80060132014195LGN00_B6.TIF\"\n",
    "\n",
    "# LS8 aero product mask\n",
    "aero_mask = \"https://espg.keybase.pub/cloudmasking/LC08_L1TP_006013_20140714_20170421_01_T1_sr_aerosol.tif\"\n",
    "\n",
    "#Get source data; gdal will read directly from url, but h5py won't\n",
    "!wget \"https://espg.keybase.pub/cloudmasking/CLDMSK_L2_VIIRS_SNPP.A2014195.1442.001.2019071103127.nc\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Target Data: Landsat\n",
    "---------------------\n",
    "\n",
    "Since we're just taking the spatial data for the Landsat granule, we don't need the actual data file at all; metadata is fine. That said, it's usually easiest to grab the metadata directly from the geotiff:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8271\n",
      "8341\n",
      "(511785.0, 30.0, 0.0, 7552515.0, 0.0, -30.0)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'PROJCS[\"WGS 84 / UTM zone 22N\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AUTHORITY[\"EPSG\",\"4326\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",-51],PARAMETER[\"scale_factor\",0.9996],PARAMETER[\"false_easting\",500000],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"EPSG\",\"32622\"]]'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the existing coordinate system\n",
    "# may take a sec to download depending on connection speed\n",
    "ds = gdal.Open(b2)\n",
    "old_cs= osr.SpatialReference()\n",
    "old_cs.ImportFromWkt(ds.GetProjectionRef())\n",
    "print(ds.RasterXSize), print(ds.RasterYSize)\n",
    "print(ds.GetGeoTransform())\n",
    "ds.GetProjectionRef()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The information above tells us everything we need to know to setup a spatial grid-- the number samples, number of lines, the upper left corner coordinates in x and y, and the pixel spacing for both x and y, with the UTM and EPSG codes provided as well. The upper left coordinate values are slightly different than what is defined in a NASA metadata file; in the NASA metadata file, the grid is given in relation to the pixel centers. By contrast, the geotiff metadata defines **the edge of the pixel**. Since the pixel spacing is 30 meters, we'll offset by a half pixel to get the grid defined on the center of the pixel coordinates. Note that since the Y coordinates decrease from the upper left corner, the pixel spacing is negative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ULX = ds.GetGeoTransform()[0] + 15 # Upper left X Coord\n",
    "Xres = ds.GetGeoTransform()[1]     # Resolution in X dim (positive)\n",
    "ULY = ds.GetGeoTransform()[3] - 15 # Upper left Y Coord\n",
    "Yres = ds.GetGeoTransform()[5]     # Resolution in Y dim (negative)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Landsat imagery data grid is defined in UTM coordinates. We would normally use polar stereographic north for Greenland as it has less distortion... however, if we did that, the pixel spacing would not be linear in that projection. Using UTM coordinates lets us use slice notation and meshgrid to layout the exact pixel locations. So the best practice for Landsat imagery, even if we want data in polar sterographic north, is to lay out a UTM grid, and then transform to EPSG 3116 as a final step (if needed).\n",
    "\n",
    "We need a way to convert from UTM coordinates to lat/long values so that we can calculate distances using spherical great circle distance. We know from above that the UTM zone is 22N (i.e., EPSG code 32622; see https://spatialreference.org/ref/epsg/wgs-84-utm-zone-22n/), so we could just use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Manual\n",
    "p1 = pyproj.Proj(proj='utm',zone=22,ellps='WGS84')\n",
    "\n",
    "# ...or, the same thing, automated from Landsat file\n",
    "cs = osr.SpatialReference()\n",
    "cs.ImportFromWkt(ds.GetProjectionRef())\n",
    "p2 = pyproj.Proj(cs.ExportToProj4())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8271, 8271)\n",
      "(8341, 8341)\n"
     ]
    }
   ],
   "source": [
    "# The grid is large enough (~5GB) that it will be a hassle on\n",
    "# smaller machines =/\n",
    "print((len(r_[ULX:ULX+(ds.RasterXSize*Xres):Xres]), ds.RasterXSize))\n",
    "print((len(r_[ULY:ULY+(ds.RasterYSize*Yres):Yres]), ds.RasterYSize))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting up the coordinate grid\n",
    "LSx , LSy = meshgrid(r_[ULX:ULX+(ds.RasterXSize*Xres):Xres], \n",
    "                                 r_[ULY:ULY+(ds.RasterYSize*Yres):Yres]) \n",
    "LScoords = np.vstack([LSx.ravel(),LSy.ravel()]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-50.71668082659874, 68.08618253329952)\n",
      "(-50.71668082659874, 68.08618253329952)\n"
     ]
    }
   ],
   "source": [
    "# Check if we can invert to UL lat and long\n",
    "print(p2(LScoords[0,0], LScoords[0,1],inverse=True))\n",
    "# Double check that p1 and p2 refer to the same transform\n",
    "print(p1(LScoords[0,0], LScoords[0,1],inverse=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-50.71668082659874, 68.08618253329952)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The coordinate inversion is within machine precision\n",
    "# Sadly, the current version of proj ignores the radian flag:\n",
    "p2(LScoords[0,0], LScoords[0,1],inverse=True, radians=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is actually a [fix for the radian issue](https://github.com/pyproj4/pyproj/pull/639) in the pyproj master branch, but it hasn't made it to a stable release yet... So we'll just do our own conversion to radians for distance calculations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.88517307,  1.18832806])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LS_rad = np.vstack(p2(LScoords[:,0], LScoords[:,1],inverse=True)).T\n",
    "LS_rad *= pi/180\n",
    "LS_rad[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we move on to the target data, let's get a bit of spatial context and plot our Landsat imagery:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Stretch functions from Matt (siegfried@mines.edu)\n",
    "# Creates true color image\n",
    "def landsat_stretch(im, gamma=2.0):\n",
    "    \"\"\"\n",
    "    landsat_nat_color takes a landsat band stack and returns\n",
    "        a natural color image processed similar to what you\n",
    "        would see as the LandsatLook preview image through a \n",
    "        USGS data discovery tool\n",
    "    im: MxNxB numpy array (B = number of bands)\n",
    "    \"\"\"\n",
    "    return np.dstack((gammacorr(im[:,:,0], gamma),\n",
    "                        gammacorr(im[:,:,1], gamma),\n",
    "                        gammacorr(im[:,:,2], gamma)))\n",
    "\n",
    "def gammacorr(im, gamma):\n",
    "    \"\"\"\n",
    "    gammcorr takes a single band image and applies a\n",
    "        gamma stretch at the level specificed\n",
    "    im:    MxN numpy array\n",
    "    gamma: gamma stretch exponent (float)\n",
    "    \"\"\"\n",
    "    pixels = im.flatten()\n",
    "    minval = np.percentile(pixels, 0)\n",
    "    maxval = np.percentile(pixels,100)\n",
    "    im2 = (pixels - minval)/(maxval - minval)\n",
    "    im2[im2<0] = 0\n",
    "    im2[im2>1] = 1\n",
    "    im2 = np.power(im2, 1/gamma)\n",
    "    return im2.reshape(im.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# may take a sec to download depending on connection speed\n",
    "ls8 = np.zeros((ds.RasterYSize, ds.RasterXSize, 3))\n",
    "\n",
    "# Make a band stack to display. If you give imshow an MxNx3 matrix, it interprets the matrix at \n",
    "# [:,:,0] as red, [:,:,1] as blue, and [:,:,2] a green. You can put whatever bands you what into\n",
    "# the stack to map different bands to different color channels to make our relatively basic brains\n",
    "# able to interpret different bands. We can't all be mantis shrimp, sadly :/\n",
    "\n",
    "# True Color\n",
    "ls8[:,:,0] = gdal.Open(b4).ReadAsArray(0) # b4 = red\n",
    "ls8[:,:,1] = gdal.Open(b3).ReadAsArray(0) # b3 = green\n",
    "ls8[:,:,2] = gdal.Open(b2).ReadAsArray(0) # b2 = blue\n",
    "\n",
    "# Landsat 8 \"Natural Color\"\n",
    "#ls8[:,:,0] = gdal.Open(b6).ReadAsArray(0) # b6 = SWIR\n",
    "#ls8[:,:,1] = gdal.Open(b5).ReadAsArray(0) # b5 = NIR\n",
    "#ls8[:,:,2] = gdal.Open(b4).ReadAsArray(0) # b4 = red\n",
    "\n",
    "\n",
    "LSC = landsat_stretch(ls8)\n",
    "imshow(LSC)\n",
    "title('Landsat 8 true color pre-cloud filtering')\n",
    "xlabel('x [raw pixels]'); ylabel('y [raw pixels]')\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This area is the same as Mahsa's 2016 paper looks at (around Russell glacier, in Southwest Greenland). The date of the image is July 14th, 2014; acquisition time for center of the image is 14:42:28.18 UTC. This image has a few features that make it a useful example (mainly, the cloud bank in the east of the image), and since we're looking in mid-July, there are active melt ponds visible (blue spots running north/south in the center of the image). \n",
    "\n",
    "If you plot bands 6, 5, 4 as RGB (called somewhat sillily \"Natural Color\" by USGS) instead of bands 4, 3, 2 as RGB (aptly called \"True Color\"), you can distinguish clouds from ice easier. Comment out the three lines to make the True Color band stack (lines 10-12) and uncomment the three lines that produce the Natural Color band stack (lines 15-17) to try this out. Ice should turn blue and clouds should stay white. \n",
    "\n",
    "That's enough basic glaciology imagery analysis for today; let's take a look at source data for cloud masking now."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Source Data: VIIRS\n",
    "------------\n",
    "\n",
    "There are a couple of candidates to use for our source data; we're going to use [CLDMSK](https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/products/CLDPROP_L2_VIIRS_SNPP/), which is a level 2 product produced for both VIIRS Suomi-NPP, [and the Aqua MODIS sensor](https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/products/CLDMSK_L2_MODIS_Aqua/). The [VIIRS](https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/viirs/) instrument has a wider field of view than MODIS, and also has better pixel resolution (750 meters vs 1 km). There are currently [two VIIRS sensors](https://earthdata.nasa.gov/earth-observation-data/near-real-time/download-nrt-data/viirs-nrt), but the CLDMSK product is only available for Suomi-NPP, although it's possible to process NOAA-20 on demand using the same software package... likewise, only MODIS Aqua is used for CLDMSK, while Terra isn't. The MOD35 and MYD35 products are available for both Aqua and Terra, and go back further in time (NPP launched in 2011, compared with 1999 and 2002 for Terra and Aqua). A deeper dive into CLDMSK [is here](https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/viirs/MODIS_VIIRS_Cloud-Mask_UG_Feb_2019.pdf), with [additional background here](http://cimss.ssec.wisc.edu/icwg/program/Tuesday/Platnick%20et%20al.%20ICWG-2%202018.pdf).\n",
    "\n",
    "Broadly speaking, there's four satellites that each image the entire earth twice a day, with much better repeat times at the poles. Between these four satellites, there's [two products (MOD35 and CLDMSK)](https://ladsweb.modaps.eosdis.nasa.gov/missions-and-measurements/science-domain/cloud-mask/) that can be used for masking. Here's the orbital path for VIIRS on July 14th, 2014: \n",
    "\n",
    "![img](https://www.ssec.wisc.edu/datacenter/npp/archive/ARCTIC/2014_07(182-212)/ARCTIC2014_07_14_195_npp.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The paths are plotted in 5-min intervals, but the satellite captures 6-minute granules. For our source granule that has the closest match to the target Landsat-8 scene, acquisition starts at 14:42 UTC and goes till 14:48 UTC ; so the overpasses from both source and target acquisitions over our area of interest are likely within 2 or 3 minutes of one another."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://espg.keybase.pub/cloudmasking/CLDMSK_L2_VIIRS_SNPP.A2014195.1442.001.2019071103127.nc\n",
    "f = h5py.File('./CLDMSK_L2_VIIRS_SNPP.A2014195.1442.001.2019071103127.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['QA_dimension',\n",
       " 'byte_segment',\n",
       " 'geolocation_data',\n",
       " 'geophysical_data',\n",
       " 'number_of_lines',\n",
       " 'number_of_pixels',\n",
       " 'number_of_scans',\n",
       " 'scan_line_attributes']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(f.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Clear_Sky_Confidence',\n",
       " 'Cloud_Mask',\n",
       " 'Integer_Cloud_Mask',\n",
       " 'Quality_Assurance']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(f['geophysical_data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Flip and mirror to show Greenland in more normal orientation\n",
    "imshow(np.fliplr(np.flipud(f['geophysical_data']['Cloud_Mask'][0])))\n",
    "xlabel('x [pixels]'); ylabel('y [pixels]')\n",
    "colorbar()\n",
    "title('byte cloud mask')\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gYOar0Pqhn0UrBeRlaKU07DXnA5DA6xdFFY6bENEfEpFb7djHn8GkMwVawkTVEJeO3aEGUWaev4nePoiIYotzRQWp3CBQEfaOgyn65uMPYCxPIWQMpwA4n4hCAasyjiRrRkdEs/jz0dvTYDJIxc4WR4G3n0NLuE+DuMndE8CLAm3+Ci3/+APOOG9Gy33qmVERMndcD4N5HkP8c/Q6hNZ1cHk1cmbiSgMz/xeMBeoeAO4TpTdOiwS5n0JEbqVqREHi7wptTERnEFEwLiQ6p2L5+FmoncDMXwfwmzCKz51hlIY7Jm2nKMpgowqDMmiI8HhLmGBjAHh/lEmp50S5/F8XvR1GqwaBcH8AB4nof4noPCJ6GBHdIarncHsieiwR/Qda9QYOwwRGVpGLo9cZIjqbiE6KZsCPdQTLt6NVTfcviOjjRPQYItpDRLciojsS0T4iegOMcPZSeyfM/DW0Kuj+HhH9CxFNENGtieieRPRmGKHXdn+C08fFaFWffiyAi4noXCK6SzSG04nogUT0SiL6OlouQ6XBzB9Eq57DrwL4XyJ6KxE9PLoXbk1EdyWiJxHRv8BkETor2KGfvwPwrej/txDRm4noXkR0m+gcvg8tReLjzOxLTStKxziABTJ1R25FRHcjolfDKPGXxhznCloWwKcR0QIR3T8aw68Q0Tth6l+UmuGMmS+JEgvE1evw8Sm0rEEfJKJnRs/s7YhoFqbo4q/ApE/18ZsADhPRu6NreWZ0bfcQ0cMB/AdaLmEfCPThHssKjCvTVTCWjS8S0d6Mx6UoyiBRVAU4XXSpwwITXCkVgWW5Z4rt9lrtG571Z1vrz/WsP9daf3aKMX4/ansVrCrJMEGXnHL5bwB3y3meGlY/ez3rLw2dC6dd3Dm5B4yPu2/sDaftLWGC0tMc95s9+zoZxrUltM2nAcxF/98cOBYC8CqYzFBJY1jJe85yXKunwCiGac7NZwGc6Wx/frTuC4H+98AoDXH9fhqeat7Weft4zLZfhHEHi7vfTkSrurJv+Zx1/biAe/4WGbc929p2R6VnmIKRofvmCIzS5b0OaP/uiFveD+CY0LaBcY/DWPoYwI8A3LnIe1MXXXTpn0UtDMpAwcZFwp6Fu5iZC8/f3gnRGF8bvb01gBda634P5kf+j2Dyw18Ck0XmCEx2mksAfAQmEPY+zByatew5bDJXPRBmvHaqUF/bXzLzkwA8GKaCtBz3zTBuGF8F8NcApuDJMMUmC83ZMNaHb8CkNr0axsrxYhgfenEz8qacZMPrYbLMvDHq5xcw5/5qGH//f4KxQDwg1UkoAGb+MEwQ67NhzuUPovFswwiDhwC8GcAEM/8mM1+Ssf/LYKxx8zCWnp9Fff8UpgjhbwPYx4GkAczMAJ4IE5PzTZhz/0sYV6WXwFQuj015y6YWwSNgnoWLo/bSx8tgMgDdFOygxzDzh2CyJX0CxhXoJph7/iMAzmKTDjnER2AUqr+BuZY/hkmNegOMRe2DMOf/6RxT8DEwrlWY878J45L3BSK6S5Y+FEUZDMh8lyuKogw2RPQ2GOXhv5j5V3s9HkVRFEWpCmphUBRl4IliJiTLzkpcW0VRFEUZNFRhUBSl74kCquMyG/0xWmktP9yFISmKoihKbYirrqkoitIv3APAR4no72ECdC+FmTC5O0x63adH7b4E4GAvBqgoiqIoVUVjGBRF6XuI6L4Avp7Q7FsAHs3Ml3dhSIqiKIpSG1RhUBSl74kqXz8NwCNhctafCpNq9RcwisICgH9m5spm2lEURVGUXqEKg6IoiqIoiqJEENG5MFXmn83M5/d2NNVAg55LgojOiCpzrhPRjUR0aVSF9da9HpuiKIqiKEo3IaI3ENHniOgnRHQ9EV1FRN8kovOI6La9Hp8SjyoMJRAVvlmBKaT0NQBvgSmw8xIAh/TBUBRFURRlwHgZgJMAfAbA2wD8C0zxzQaAbxPR7Xs3NCUJzZJUDu+C8ZF+sV3Bk4j+BuaBeT2A5/VobIqiKIqiKN3mFGa+wf2QiF4P4E8A/D8Az+/6qJRUqIWhYIjozjCBlZcCeKez+jwA1wJ4BhGd1OWhKYqiKIqi9ASfshDxkej1rt0YBxE9JXKNuoqIbohcxj8YZdNLs/0ZRPQOIvph5HL+MyL6DyK6n6ftbiL6MyL6MhFdQUQ3Ra7qHyCie3ja7yUiJqLziehMIvowEV1JREeJ6OwCDj83amEonodFr59m5qP2Cmb+JRF9GUahmATwuVAnRHQ4Zh+7Ycx4V3Y4VkVRFEVR0nEqgG1mrsyEHxFdDOB2Je/mVMTIG8x8Rof9PzZ6/XaH/cRCRAQTyPwsAJsAPgZgA8AZAB4K4HsALk7o49dhavncBqZmz8cAjACYAfCfRPQEZl6yNjkLpjDo5wF8FMA1MIrRLIDHEdEDmflbnl3dBcBXAVwC47p1AoCrsx91cajCUDx3i14vCaz/PozCcCZiFIYEaNcuDJ1+2jF75IMrbzoRAHDqcdc138v/Wbjy6pNx6inXAAA2Lz8OI6fnyzJ55dUnA7c4ilOPu25HP530q/jZvPy40vch16zM69fLe8N3DnsxljzX0h2n7zxm6Xfk9JsS29v3Q9Vxv39C63zU4fiU7nAjru/1EHzcbtcu7Dn9tHLEuct/ejOOHsWRIvskolfApLUeBnBfAA+CURb+qsj9eHgOjLLwdQCPYOYta0zHwChGQYjoWBhryMkAHsrMX7TW7Y76/Sci2svMN0arLgRwGjP/0unrPgC+DHPMj/bs7kEA/pKZ/yTbIZaHKgzFMxy9bgXWy+e3iuskTmMnosOnn3bMnh9/404AgMnVWeyO1i2PL+x4n5V9ux8BADh4+WrmbVt9jOPgWrrtJxrzWGnsx+TqbK7xKuZ8l8XB9fbruG/3ODYfN4WVxv7Y8bjbVR3fOTz4je4fQ9ZrmXSem/1Rtv6SxnHwG6umTcp+e4V9PN5ju6LVTj63z2mZz5ZSLy7iC3Ajrq+cZf/0046FyANFc4df/z9cdvnNVxRgRbB5BYDTrPefAnAuM28UuA8fL4pen2srCwDAzEcAJBXtPAdm5v9NtrIQbb9ORH8N4K0AHg5gKfrce78w87eI6EIAjySiIWbedpr8FMBrUhxT11CFofvIz2thBTC2F0cxNNN6zjoVurMIeiHBcGtpDEC6fkTwVGWh+rSud/y1rZuyINhCY7cQhRkoXjgt61jk+sr58p23XpzLNCQqQjW9dxWlLjDz7QCAiE4D8ACYWfZvEtFjmPkbSdsT0Uuxc9J1kZmDD28UN/orAH7KzN/MOfSp6PWORNTwrJcYjHsgUhiifZ8Dk+jmvjDuS67sPYKdysq3LCtFJVCFoXhEax0OrD/FaZcbETRsZWFydbb5v1gbkgTxTmb25cfVFnoAYHh6DVgPb1fHGeiq0k3rwsH11R3X2keWe6pK94J7LrsxtqRzGUdobHnvibTWhTT767Wy4Lt35dWn3Ai9HreiZIdxFEeTm+XsuyyY+acA/o2IvgHjxv1eGKE+iZcCuKPz2aWIn8kSBeOyjMO0kZT4T0pod7L8Q0Qvhkkh+3OYdLI/BnAdzImdAXAfAMd7+riig3GWgmZJKp7vRa9nBtaLBhqKcUjFlVef3DYzv7046m0nQputSMh7+UzadPJD6Qo9m3NGEZ9ozHvbV0VAVMLYyqDNSmN/4r2SRQGtyr3Qi3HY57YoQbXTfrLMwItCJUvV2bd7PKjcqKKgKL2BmX8E4LsA7kVEIyna72VmcpbzEzb7RfS6J7ZVPDLR+3jP/u3lNUAz5uE1MML/vZj5Kcz8SmY+j5kbMG5HIcrT1HKiCkPxfD56fSQRtZ1fIrolgAcCuB7Acic7kcBkwAj/QzMbbUqDT4HwKQlAS2jx/eCHBP4kRIHoZPZUqQYjBw41/7d9vEXImmjM942wFZqVLgtRvoqKW8j7vNp9pjlmnyWmyvdAlcemKEVwhI+WsnQRCb0sNMBaYOZrAXwHwGlE9Gs5uxG57cEp24/AWDa+wsxtLkdEdDKAX885jp6gCkPBMPMPYFJu7QXwAmf1a2CqHL43unlzc+XVTYtXU/gfmtlo+99meXyhudifiXvJRGO+udiUIfC71o68bZTeCEK20nBwfRUrjf2JFqW0fQ4SnQj3IVeplcb+KH4oP2muhe3Wk/fadTrOOGzXKnt8ZSuAdbCyKEovIKK7E9GO9K9EtCsq3HYqjGD98xKH8fbo9e+JqM1tPBrH6Qnb/zuAHwB4ARFN+xoQ0RQRnRi9vRLG/WgiUhCkzRCMm1KiNaVKqMJQDs+HuVHeTkSLRPSXUTT8y2BckV5Vxk7TuIHYVgYfahFQfNiClygHNp1alKokaGWZae+ENK5dIeIsDMPTa4X158OXSSjrvjbnpoJulEXQqwDsQVR8ld7DAI6CS1kK9It5FICfRAXTDkRy0bthUs3/CYzbznOK252Xf4SJk7gfgO8T0T8Q0V8Q0fkwMRDPjds4ymT0RBjXpAuiYmzvJKI3EtGHiOgHAL6CKFY1qsX1dph4i/8iorcS0btgUsg+Bi2PlFqgCkMJRFaG+wI4H8BvAHg5TCqutwOYYuafdbqPXdf6c4fHKQP2jOZEY77ZdnJ1Nijo2e3iyDJbmiYIu0xhQknGFgZd//S4eyWvwNTJbHtZlOFmY5+jOAUsDT63INt9rIg+49rlOTebc1NNq2bZkxP2+FSQV/qdoyX9FchnARyACRx+IoBXAvgtAFfBeF/ci5m/W+QOXdjwLABPB/A/AJ4M4A8APATARQD+I0Uf34YJVH4DTHKbZwOYBzAB4JsAngFTFE74UxgZ8HoYheSJMMXh7g8TAF0biLlycRVKAkR0+HicsOcez33djh9dEbbFJckNepbMSb7/Q9h9urEPMksamm2UbX3jjGN7cRQjBw5ha2nMezyDhi/rUDezI7n7tNNp2uu2lsZqd41892/ccXa6L2FraSyXNUCQjFWdKglZMgS5WZTyZlXKu10nxKWA7eb+lfoS1WG4rOCaBB1BRId3n37MnktWOonlDXPmxGVYv/xIpY5Z6Q1qYagxISHcjV/wtXGxZ3jTxg/IftwZ0jJ+FN34i0Gjm8pCCFeIFh90e9Z8eXwh09j27R6vdLxKEedZni27r825qY6UBemvU2UhCz6Bt1MrTLeyK3XLzSxuH6osKKXBwBHmUpbq5epReoUqDDVl5PSbdghaWQRqaSuCuK18uP2Ie5AESbvt7G0nGvNtP5hu33af9iJ9yXsATT/noZmNSguVg4CvSu7w9Br27R7HSmN/m+CXxcXm4PpqzxXBMoRIW0nw3f/dFPTj6GbsyObcFDbnppqWEaHblrJeWRcURVHqjCoMNaYIQSspCNomTcEut+80JPXZa4FSSedOIeurIgynJe648syA28pCXCxI1UhzfTtxqxk5cAgjBw51LV7FtSp0Q1Eo2oVNUdJSVtCzogiqMNScJKE8tF4+t2f33aBoaSeuR0MzG22pV319+4T/UDtZpE87VkHWDXrsgo9uCD6+FLshtw5xS8nj9tHrYOeihTtxExKrC9D7YwzRC6F2c26qeX56UbuhbGE+dDzqjqQoSt1RhaHG+Ko3u6RNtQq0C/v2/+IiJIHIgBGC0grxPoUkhK00+AJ9Q6jLUrGEstiEZphdISzuWtsxD71M41uGsuDm/xeXJDnmfbvH21y2ejUT7dtvGleyTgVfW5EqE59S2y1LQ7eL/ykKg3GkpKXQxKpKrVGFoea4hdh8xAnTboC0bT2wFQmZ7d+cm8rtlhRyVbGtDSuN/W3xFWmOwW3bz3TLrSLL/kMFxEJ0S2hMosisNaEiZrKPkQOHmsfsnptun4tQwbS8rmRpx28rJN2ece92hiI3pWsV7ndFUZROUIWhxoSEZLuqc5pZfdsCYLsAyWIL6+KWJLOmsp2LzzrQyY9mXRSCqrqfZCGLq4hvJrcfrD1J8QbisuU7V7ZrlgiLcbPOZQf9uhaNop+lNOPfnJvC0MxGx0XfsoypSnUYer1/pf/RGAalbFRhqDEhlyTbOpA2xaoUb3OFCYktcPdlB0DHzSanSR2ZRsCsixBa90rZrrArxAk89rq0AmlVFKs8gqtYDHwz8vZ5880su0HQZQmS9qOEq8IAACAASURBVH7SWA6SAr87RWq4dNstqBdxEoqiKP2IKgw1JpTm1GcZCG1v4yoQANoCjwG0VWCWWVaf8Cd9pxE20giYbgG6EFVQLMoShrs1Ex0X3OzLPCOCb5qATzk3cYpsVQkdY8hakHTvTzTmc1d5TiJJWSmKtH1uL462PRfdsDB0G3U7UnpJaXUYFCVCFYaaE8pKJBWWs5AkuGftrwyq5JoUUpbqZGWw3WUkc40PyZ/vS63pnoOQi47sA6jWdfSRNlYDyK+krjT2l5KCVpQ/O7i8jH0A6QVz91jj7pE60i0XM0VRlF6hCkMfYP9A2YJY0iyuxBnYrkx2PyIISp92f0MzG22Bymkp2wLQTUFUBKBuCAhl7iPumrjZjDbnptr88g+urzbXxeWgr5sQZVtNQgHNQLhicxoBuExLVJbnMmkcvuPOE8jrumMJrmWryoRiW9T1SeklDOBoSYvaGBRBFYY+wHVrEJekNIiwaG8jP352ClVhaGYjkztJHVyI8tAP7hUybvtekc/kuojgbLuouZV67e1852JydbYWwqBN2kDeUBxD2v5tYbmIc5QnRiCvlaOT+1IqwtsKZx0E7jjFoCz3MkVRlCqgCkONEaGtExcYn2KxOTfVdEEpm6q7pviYaMw3hayy3Y/KmoU+uL7qVdbEjcVVItzrlOa4RbCq2zV2Z8/FquLiCtpphX7p37bMFImMI06pda0nvj6KwpfGtU5ue2mpW4Vzpb8oqw6DogiqMNSYIn50Q9mP7LSpLm516InGPCZXZ5uv9uLuo+rCY5zFQ46vm8JOmUKI71qELAiAETLtz5NmhOtmVRDccae5BlmOtaxMQa51yP08C67S1Mm19Lls2QqLrbjU9Z5RFEXpd1RhGDCSBPZQtWcb1yVJ2tUx801a7HgOV9Ary62qGy4aIQXAvva2MGd/nlbwrYOriU3WOhRZhFy7donPHSeva5K9TRqlPGkfdmB7p+lfsxxP3e4VRakKR7icRVEEVRhqyublxwGId1lZHl/YkdlIhFv7c1+dhbi+bYHEp1TYFogs8RRVwDdWO+++T7Ar4/jKTqEKtNfSsD8PjSMUAByKW7DjINxtqkoaq0lcvEYSvufF3Wfa8xQKFharn11d2te/HbjeC9TnX1GKo6ygZ0URVGGoKSOn3wQg3i1JBP7txdEdioNrDfClTLX7lj6knS0QCiI41yV1ZlUps6iZ7U/u3jtxqUT37R5vi2tJEjLrpiiKMhQ6LluwzpMhyMW2LLhCuy1Ih/6XPuLGEXcsQHu16jJx+5f7W33+FUVR6gOxFuaoHUR0eM/px+z58Tfu1EyNmoQr3G8vjjaVhu3F0UTFQ9rG7ctnpaiL0Ciz7VK/QirTyrrQbG3RdKsCrm+/ccdnZ/Vxhd1+IU0AcJHHHNfX5OoshqfXmsHp8oym8fWXfl0LErDTqiTtXUI1N7IQSrNbB0uTovi4iC/Ajbj+MmY+o9djEYjo8Gm327Xnoq+fVkr/D77fT/HTK45W6piV3qAKQw0hosPH44Q9D6ZzsLU0ljmFahxJCkFdFIC60S0hKiRo+gTJULtuKU/dIm2moLTnKG4/tsKVNBZX6E/jBiYxNrYVYeTAoaZ1wqdAhGb6i4hdcBUcVRaUOqMKgzLIqEtSTRk5/SZvustOKKIvn6uSUg5F+oCnTZOaxY0kruBZHelUWUjTh1RplkrN0t5+pnzKwkRjvvn8+iprSwxOnjF3Sj8pl2Wh50jplKNczqIogioMNWXz8uOaftfdEtDTKBTSRpWGdHRSITarAJgnm0+ojzTj7iQ4uAzcMYeenSIDgbOkDHWzVNnXV1KThvqQNMjSh/yfVGAw7h7Kew5CgeH9ojiWcT/3y7lRFKV/UYWhD8gTw5CGMoNvlc6FhIPrq96iWEXgmwkXQWlraaxNaKqDchjKROTWCOjUDSdun0nIOZVYBdutyF7vw3YtsuNN5LO0Qm4RAn4nMQ91oN9id5T+4AiolEVRBFUY+oDJ1dkds4kurlLhZkVaHl9o2z5UoCxtHIS7P3VVaieLUGW7HrmpMIen11K5JvmqFecV7Fw/+TrFtaTJKtSpMOhaMvLWapC+kixJ4rokyqMoCr5aGu447THadHIO0mwbUnTrIoirRUBRlEFDFYY+QGZJ7ToBcfhSqNqZkOKCm/MKh3VLs1kmWYUNEfx8wpQdROuulzSoB9dXMTSz0ZFQaMcjSNExoOX6UnVl0E2L6lsvaUbz4ioKdhrarGS5VnL97e8Bn0CedGxFWBdCFhp333HVn+PGVlT16azURZFRBhNGeRYGDWNQBFUY+ow0s81DMxs76jDY78sQ7KsuUFYVCX6N810PbSeuLft2j7cJaGkEOhc3kFbaSy2AusSuhARSmaXPGtgsCpPbr1sVO8v48tQncN1khqfXYq9pUdYmH1ljJdztfMqSHZvRi4xLalFQFGXQUYWhz0hrZRCkKnNWJSGrYKjWhRZZZivtCtNxAqAtbNnC6tbS2I6YA9/+0wq3IryFBMDl8YXKKg2h50JceNzzGyo4Zq/3nYe8s9EhIT5Pf76JgzICnN3tyxCs3WBw2Z9vzGoJUAYTwlEuZ4HGMSgRqjD0Ie6Ppi3A+So+T67ONoWhtMJelQXDupPkepSF5fGFNutCEYHsrjDq3jt2wbuqz8weXF9tCtKuQG279bjZlXwWBfs1K/t2jzf35yp/abZ1ax7EpVFNm90qK51ml0oKJk6jlFT9flMURakrWrithtiF2+KwBZ4kAd9X7dmNZdDCbcWSRnDrZJY5iTSFyOKEOHdsnRY2K5MsQrJdYC2tAFrE9XGVubQF8mS80j4UoyFtQ+vs/vKQVH06Sx8hhSxN9ekiM10pik1VC7edertj9nzyq7tL6f/Rv7GOK684UqljVnqDWhj6lM25qUyuRmkEPVUWikUKdPnIOsuclX27x4PX3HZ/SprxlWBhoLPCZkUjVoA09SLkGkhbmaFPcw5kfSf1NGQ/tlUgi7IAmHOfp5Cfu00ZgnYWq1YRCk1I2VAURVHyowpDH2H/+Ivf+77d46kE/YnGfJtrEqAKQtm4QbZuytQyicuIY8dApBEg7WOoQu2OrClr7SBuEf5tV6Wk2Wx5zXPd7GDePLjB6O5nSeQJsM6CWDWzKjOh+9N9Rjp1YQptp0qGUjeOYFcpi6IIejfUlJHTb2oGtIrr0ciBQ22z1u7MaRySJWloZqMSQt8g0WsBJY3Q5cN3T5UtgBaJKAV28LKdPjZp2yKumfQh+5dntiyrkrvvsu+75fGF2HiKuLGElIbQ/6Fts2K72qnioNQBBkoLelandUVQhaGmXHn1yRieXsPw9FpbILP9wzw0s5HLTUHpP0JKoO22IwUAXSHMtTwJB9dXm9vYn/WSLLPJecdd5DFOrs42n9mtpbHMqV19MSbutfL59HdDIcmzfdK40ip0ecfjKgkaC6EoimJQhaGmnHrKNW0pNA+ur2JzbgpbS2MYmtnA1tIYthdH2xQIV7lQFNvFY3l8ofm/LSgtjy/ECrG9VhKKII1gWPRxTjTm29z+8jybUsHbFqTtZ95X4duOO7ETIXQqHBeRISlkPeg0kDnt2Nxz2Q/3tjIYlFW4TVEEVRhqypU3ndj8f3J1tjlTKULH8vhCWzE2tTQMNmlmrZNm3H11CKoS5yJj31oaK+1eL1qAtLMw5UmbK8pBqKJ06DzYAe+dXL80s/F5LD6ulasIZSHPtVNlQVEUpYUqDDXl1OOuayoKkg1JrA0iBCyPLzStDnb2FWk/PL3mFRjcKtBK/2IrAfbMs2+964deRYFqeHptxwx7J9ipicuwMAh5lAUhVNhvpbE/dUxJHoG8k8xQLm5hQVcR6SSeIIsbk72NuiMpdeII7yplURRB74YaY6dNDdVYEOHfDoZ2fwxtV4iqzBgr5eNLrRr3vooKQlKdCjeYOCvD02ulBb/K2Irq21YOQrPybtXvoig6CNz3vuz4FF87VRoURVEMqjDUHLe6rot8HprBnFydbSoV24ujWr15gKiiApCVraWxYL0FOz4jT/amkKtPEXRSkC+NEBuqIWFX/e6EMq0tNnmsA74+4hQa17qhKHWDQTiKXaUsrHEMSoQqDDUmbeXl5fGFZhVenwAhfagrUn+S5F4h60RZrMOsqgiY4nYXmh3uxLWk7EJ0eaweaY/FThNr72dzbqqQtMlpZvDTFGET3HPtE/KzWgpc60SatLJ1uPcVRVF6gSoMNeXKm05sc0dKsgysNPYH20w05jV7Uh8TJxj5XNPqMMtqF5YTH37JFFYEZZ+DvEHOWfcBtLsqZU3b6iOv+5EvY5Pbr/t/WQK8238d7nlFiUOzJCllowpDH2DHMrjYs4nD02veH+ChmQ0MzWyo0jBA+CoUV61isw837aYE9YswWkThuKzF6vJQlrJgF230nQvfpEHWY3Jn67NaPXwUeb/ZGZGSrB8S62EfkyoPiqIoO1GFoaZIlqQksgSthlySNK6h3oQEOp+QJm3LdsfJg4zXFuxGDhzakRkpL2liFnohTGYRpu1saC6bc1M7JhbyCOppiqtlVUKyVtpOS1wlaF9FZ/dzRakLmiVJKRu9G2pMloxGcT/iEgiZFDhto0pEfQi5I/mUgiSf7l5ZHlzrQSexCWn96Msmy8x8kvBqp3913bLi3LTyHHOaeJg8uMpC3loMeeIefDEZefanKIrSr6jCMACk+eEbnl5rKgFxrklJWZmU6pNmhjjUtheWB9fFpFMBLU3wa5a+8ihRE435VPucXJ3FwfXVRAXdfh5d64K8l2tnj7eImfyiswzFpTdN07/tYuS71vb/ritS3noUitJrjoJKWRRFUIVhAEgbCCqxEHHZklRRqB8hgTb0ea9nTF3/eFuQK6tYWCfkUaLSulAtjy9g3+7x2HSodjBxmtShPsUhC2XfH0UrMXF926l3i9y/oihKv6EKQ5+TJRBUfyj7k5BAW9U4BVEQ3JiFohAB0bZcdNJXN7fz4bpqhXCVrTxxH6HCakVeoyKCztNkY8obvK0oVYMBHMGuUhbu9cEplUEVhj4ni2Ailgi1Iii9QpSYraWx0jMe9dqSkoYkITYpG5Ddj2SUAvJZF+xK8XEVmXtFnjFUYdyKoih1QBUGpYktoGlQc//gEzq7Gbw80ZjPdD9NNOZjldYkFzuxIPjy/veTgGhbSZKsJVL3QeKTOrUuhRSZImbp8/aRVrmStuqGpPQTmiVJKRu9G5Q29u0ex+TqbFsQtFI83RRQfIJkt9yR7HtoojGfSlGRQmxx60PY7iZudqFeKwtZlbSke8Rdn+ac5bXaSF0HXypSm16fYxlDXCyHGw+jyoJSfwhHsauUBRr4rESowtDHZJ3ZVbpHFQSrbrC9OJqpKKBPqPYFpqahyMxKRZBFScua0jPJ6rI5N9VRdqSVxv621K0hei18Z4l/qMI9oSiKUhdUYehT9u0ex0pjf2x2lRCyTcjKoErI4NCp65IoCzKzHZeByw7Qd5WEydVZrzAasiAMgjBoH2OS5WDkwKEdxdGy9L9v93jTTSxN9eReEApmtrFdkXqt3ChKUTADR5hKWVijnpWIY3s9AKUcXP9mRcnDSmM/JhrzuV2YRFmQGfDtxVFgvF24jKv7IIgSW1U3mCLJ+rymaX9wfbV5HdO0N/EfO/fjCttxNRMURVGU/kEtDH1MEcrC8PTajllmzaI0WORVFuS+cd1lJHWq3J+yPimjUb8pBj7SWnTsc5EmCFwsjlm+D7aWxoJ9u7P5bhBxr65VlsBnReknykqrqiiC3g19Rhmze3FuJEr/UHTmJJ+iMTSz0QyenWjMN7P39FqQ62bWqBBpaqaEiowV7ZolGZV84/EpCKGxdJM0331q/VAURcmHKgx9RhmpAjVj0mDgE/DzCtJuRiQRPJfHF5pC70pjfyWKx8nse9URtyIXN6tUkcrP5txUm5KSVimosmBeBeVQUYrmKO8qZVEUQe+GPmOiMd+cAZSsJkkuC2kQH3JbcdCUhP1NXkF6ojHfFmQLGPeWqgrlvbRu2Ck+05B0Dg+ur7YFjtvWAHcfSe5GgD/Fba+tQZ1SREFAJT9F/B4pitJ9VGHoM0YOHMLW0hgOrq9ieHqt6fJRFBq/MDjkjYGRe3Bzbqrpzqb3zU6Siq0JMsPvzoz7Zvt9wn1oH0mCs+0q5it0VmbxNkVR0sMoL4ZBkyQpgioMfcbB9dU24SypCFYWbCHB7lMLIHWOz02iCm5geWaTN+emmnUX0tZfqCt53Fvkusal97RrSMg+bMXfff4AtNVJyHvdgNYx+QrDJfVbd+uDUj5q4VGUeqIKQ58imWjyEjIbx5mTVVjIx+TqrDewvIxZ+SQBtwz/7n4Nms+TbtauZwCElUJbMQ/twy1MZ/crrolufz7kmZb9hBSTNH3lmTTIW5hPUZQWZdVhUBRBFYY+whYyOrUshGaB4vpVS0M+lscXuuaykyTg2tc9q4XDDXQW+tXKkFVZ8CnxcYUVD66vRvUQxmOFf/uc28J/Wl9xX0E3iYFylZI0NTPyEMq8pCiKolQDVRj6CLtYW9n7Ucohq5BepNuSK9BmUWLixlHVYOduIcLwSmP/jqQBIeQ6yLk7uL66o9q1POtSXM/dp2wbtx/bjcklSdErYmLAVkjczxRFSQvhKHaVsgBqZVAMA6UwENGlRMSB5YrANg8goiUiuoqIriOibxPRS4nomJj9PIuIvkZE1xDRFhF9gYgeU96Rtbsg+IIhs2amiGufNt+5pi+Mpwhhv0jLhCvYZxEIQ8Jlv7ojpUUK04kyL9crzbmVZ1qeYznHPiFfirJJoHKcImBjWzhctyDpswwBPq5PtVAqiqJUj2N7PYAesAXgrZ7Pr3E/IKLHA/gogBsAfBjAVQAeC+AtAB4I4Emebd4E4OUADgP4BwDHAXgqgI8T0YuY+R3FHEY7kplGMiOV5ZKUtY99B9TNIIRP2C/bNSmLAJi2XZziszy+gMnV2YHMkjTRmMcIDrU9B2meSQl0Xmnsx+TMLPbtNp+P4JBR5BcBYG1H1iL7/fD0GrCeT/h23Y7KEuDd+8u2NqjSUG9EYY1zuVOK5YjWTFBKZhAVhl8wcyOpERGdAiPwHwFwNjNfHH3+pwAuBDBLRE9l5g9Z2zwARln4AYD7MfPPo8/fCGAFwJuI6BPMfGmxh2RYHl/APiRXi1UGlzKUN5n5tq0J24ujTYvFICoLPpJckOx6CUNL5lyKwJVkITQCWnsKVFFY0uIGcadxmcor2NsKjsYuKIqiVB9VScPMAhgF8CFRFgCAmW8A8Ororetz87zo9fWiLETbXArgnQCOB/DsMgabNCvXSyVCZwvLpwrneHtxFNuLo1geX8DQzEYl0sL2Ckk8IMQJ/FtLY22FFreWxrxKllTGHjlwqO15dzMvZWVzbqpZryXrfZRX0HcVjrQZnZR6MDy9huHptaBrnBZvKxYGcBRUyqJ1GBRhEBWG44no6UT0J0T0EiJ6aCAe4WHR66c8674E4DoADyCi41Nu80mnTSxEdDi0ALid294XtyDol3N9mFydzZWdCOitoDU0s9GcnRYXpEG0LLjpTIU4hX17cRQH11e9tSsk/sEOYLatEXH3SpZJAuk/63dF0fecKgv9QdJ9NOiJEMrgCO8qZVEUYRDvhtsBeB+A18PEMlwI4PtE9BCn3d2i10vcDpj5ZgD/B+PSdWcAIKKTAOwBcA0zX+7Z7/ej1zM7PQAXO7tNkrCytTSWOiCySDTdanrSCNp2CtvQj2+3ZviHZjawvTiKicY8hmY2Uo1/cnW2b4Li7XSyWQUhWxnw1UFwhX5RFkQgs33E7SDptOf24Ppq2z7SpGMtIsbA/T5Ql6RqkrdGhtxTISuD/hYoSv0YNIXhnwE8HEZpOAnAvQH8PYC9AD5JRPex2g5Hr1uBvuTzW+VsHwsznxFaAFyxeflxTYHQTavoS1UItGZ9BnHmtw5MNOabQcKAX+D3KV7yfnNuqk14TUqLWZTALvEKK439qe+t5fGFvphlFNcjORY5p2kErDSKu68fUTJsxQFAmxUi7bn1CW6SaSnLNlnw9a0TCvkJ3SOyiJXKfu+2C2Ffk7yW6uHpNVUIu8AR7CplURRhoIKemfk1zkffAfA8IroGJli5AeAJKbuT5MRZXfwKcQkcOf2mNuFspbEf+w74BUlh0FNcVp0kIS85CLVlZZrAfFORlOvuCvNFCez9IPjnwXYDnGjMY+TAIYzgUOoZ+DjlKs3su9mPPwA5a8BzaN9FtCtqO8VP0vl0n8+Vxn5MYF6TYyiKkglVHw1/F72eZX0mFoFh+DnFaZfUPskCkZl9u8fbZqFtwcE3GzQ8vWYyKQXWdwNfkKPSjm1lyFM923VzyRJPkPW65HUtqrtLkm1J8FVaTiJpxjXkCuIqBaHUpHmFQc1YVG9cC4LgVmF3rUgS+O5aI6SNKMR50e/7siEc5XIWLdymCKowGK6MXk+yPvte9Loj5oCIjgVwJwA3A/ghADDztQAuA3AyEZ3u2cddo9cdMRF52Lz8OBxcX20TBO0vZd+X++bcFCZXZ7G1NNbz2SUVSnZiK3/bi6Opc5i7+fjlPsgTw5D1uuR1LaqzS5KbAUlIm2kozTkO9SHWC7eScycCWZwFQ6kfvnvTdpuL28ZuU6RCr/eSotQfVRgMMiXzQ+uzC6PXR3nanwXgRABfYeYbU27zaKdNR4ycflNbdhyZGQzNMAHmR0GE0F5+gau/cjwhgTQtIlTmKZqU5bpMNOY7Cqyus4UBMDEI9vEPzWwkuo1lee46LbqWhs25KW9MjAp49SPOFU4yaollT+5b+xmUYp+y2O+LmGDSe6o8GOXFMGhaVUUYGIWBiO5FRLfxfH5HAFJ9+f3WqgUAmwCeSkT3tdrfAsDrorfulI24Nr2KiG5tbbMXwAsA3AgTeN0xm5cf1/RNFzMy0DIdh5SGraWxxGBYpbvYP9qdZjaS6y7Cadb+slR3zhLk7KOOFgZbIFseX8D24uiO2CDfs5fFBVBcjextXNe0TgunCT5BUCst15etpbGmJdlleXwBw9NrbfdrHZ9BRVF6AzEPhv5IRA0Afwzg8zApUX8J4C4AzgFwCwBLAJ7AzDdZ28zAKA43APgQgKsAPA4m5eoCgCezcwKJ6M0A/gDA4ajNcQCeAuC2AF7EzO9AhxDR4eNxwp7rLt8DoD340o5PCM0KJa3vFv0y4xSqgeH7XK5PyKUlzzXJch6lRoKSD7l+K439O1zI5Nr5BO6018itr2Bfq8nV2bbKz50+v3YfcWNW5aE/8MUjpLmP7KD+TpDnBqjvPXURX4Abcf1lUbbCSkBEh4dPO37PeZ8/K7lxDl7z0C9h66c3VuqYld4wSArDQ2AqMf8aWmlVfwGTWuZ9AN7nCv/Rdg8E8CoYt6VbAFgD8G4Ab2fmI4F9PQvACwHcE8BRAN8A8EZm/kRBx3L4eJyw5x7PfR2GZjZyuZ5URRiou9LQ6/MH7FRIks7pRGNeZxZzIEKTLdAPT6/Fxi7kvb/tegpiMUwjsOW1DtjbqYVB8VHEfeEm5khzTxehHBeFKgzKIDMwLknM/EVm/m1mvjsz34qZh5h5lJkfwczv9SkL0XZfZuZpZr41M5/AzPdm5reElIVom/cw8/2Y+SRmviUzP6QoZcGmE5eQumepUfzYP+qhCtDu7HgW8lSi7gf27R7H0MzGjrgFsdZNrs7uyDrTiTIs2w7NbGRyZ8qaTSu0XZ5iXYqShbRKQFWUhapzBFTKoijCwCgM/UreGR/JUtOr9KpCnQOgqzJuN1WtKwj6CoRlVTQlLeP24uhAujTJOZQUtRK/APj9wNNU345T2GXd8vhCm8DU6+dVGVyK+L6zE3QAej8rSp1QhaFPOLi+2hRqkmYGbQFSZ2/qj2S6kUrPguRal9obrmUgiwCw0tjfDJZUy1QLUQzkHAPp3ZDi3MLc6u3iClXk8xp3/eusyCvKoMEAjvKuUpbBcFpX0qAKQ42xf9DtNJpJP/TD02uYaMxXKn3ivt3jKojmxC3CBOwU6u2aHXkFwbgZ9X7HLn4n5889D2nckLIW0LMLxHVLgFdFQSkbua/lu8tnBVUUpVqowtCHpDHzyoylr1psr7DzfledKo5xpbG/rcJzCLneaa67KnE78Z23ogPJpVr3SmM/tpbGCr/fqvLMK4OJWMrkvl4eX1D3pA7RGAalbFRh6DPs1HVpcF0flHpTRkCy6840iEHPSRSpLMjzKK95sqApiqIoSpGowtBHbC2NYeTAodQKgO1aUbUZR7E0VFWZqcr5cseR5PKS9XxKYLzd7yAGPXeLfbvH26xEVbRkKUqRyATEILo6FgeVFsMAtTIoEaow9BHL4wu5AyOrKpgryfiESvezkN99HJJ6V9Kwyrad3CtqndiJKMZutquy96koVaDT2CoFAANHeFcpi0Y9K4IqDH1EHv//qn9JS1yD4scNXA9l6sljEZEfckmnCrTHSeRBrRPtyPWT4mx24LQqV8ogURWrraIoflRhUABoetU6Y8cYuNl08ipbUndBUHeB9ISsO3FsLY01z7FYHERJUxRFiYMBHAWVsqiBQRFUYVAAGEGzylkqxHpSpbiGKs2I2TP3Mi47A1ZRs9VVOfdVxlXa4p4ruT5y/SRmZOTAIVXilYFA3PHUkqwo1UYVBiWXf3svsdOv9kKRsPdTFaXB92NrX89OXYFci4PSTpo4Et/nbr0FCXrul7z0VZ6EUKqBKsbFUFoMg6JE6N2gKBmRisdVY6Ixv8OSECfk24Kr3c7toy6KZNUQYdm+X9y6J/K/nGN53y+pVFUYVBRF6Q9UYegjOpmVFOGxzjOC3RJOqhi4K/U3bL93EfxdpcENjJZMSNJOfeez41qa7Hoo9v0SUr7sa6SuGYqiZOUoUymLogiqMPQRncxKisCjM4LxVNUtR2ax5fpNNOYxPL22Q0C1syr54homWnnl3AAAIABJREFUGvM7LCj2MQ/NbFT2HFSJrAUR7YDnqri5KUqIOk8sKYqSD2LWGPi6QUSHj8cJex5M5xTa78H1VUw05vtGaUgSvCZXZwuxFlRpRliuoV0zYWhmA8PTazt+5OU6S5CtD1lnbzs0s1FJK0uVEeUhZGGw78Uq3U+K4kMsaN26V+O+o7rJRXwBbsT1lzHzGb0ei0BEh08+9YQ9L/jMdCn9v/MRS7jmymods9IbVGGoIWUpDEB1vpi7je1CItg/hgfXVzG5OovtxdG2dlVRsOzMPPJ/kddSFAaNZ2jHvUfkM9uKI5Y/X0yDXesCUAufMthsLY3tsJRX6TdJFQZlkFGXJKWNqnwxdxOfed3nTuL69lfJNUeEVFtZWGnsb36Wx81FCokNorJgV172YStn7v2zOTflvTdWGvubysLy+EKbYLTS2D+Qz56i2Mh3rP1M2c+FuuuF0RgGpWzUwlBDyrQwDDrdNrUXhe+HNOQP786Kx1lJZHZPf6hbyHm1Xb/sdYCZKV0eX2hTLMRCBbRiHGxrQ79kRlKUonCfo15TZQvD/KfLkQf2P/ICtTAoANTCoChtZJ3l7XXwn+w/i7VDhH+f5SAU51CVH+yyCNVR8BWUEiuOKJZum4Prq01Xo62lMWwtjWGiMY/l8YWmlWFydRYrjf0aC6IoMWjGtvQcxa5SFkURju31ABSlamQRjnvtRrLS2A80gH27Eb22rApxVoGmX3DDvN9aGsP24uiO4xl0y4IoB/Z5bSu2Ntee4chGslAtjy8Azi21PL7QlqVKrQuK4qffJysUpS6o+qgoNUaEWbEMpBXwJb5BGJ5ea7rH2HELg/Jj7Z63UDCzzciBQzusM3Y/IeuBfG6v77WlSlGUenOEqZRFUQRVGAYYFVL6g4Prq22WgaSAXSHkRrPS2L9DobD7HgTsY5fqzHZhRF+wsyhck6uzzXM7PL3WvB5u3QuJaRieXuu5pUpRqog+F4pSHVRhGGD0y7j++NyPQsK+b1sRYl23G1EMXKF4kDIlCRKrYPtT2zEMQMv9SF63lsYwuTqLraWx5nMmCtnk6mxhNUAURVEY5WVJ0rQ4iqAKg6Io2Foaa/rr21mTXAVhojE/MFYGYd/u8abgb2c9klc7+5GbLnV7cbTNGiGKgsQwqNKuKEoRHOVdpSyKImjQc5/QaXEbEWhUgKkHWdKoxuH605t0oS2rgls1GhgMK8NEYx4r6+Y4zTldBdbb1wPR87LUqn49uToLLLXajRw4hAmY9KlyLiWdqlEyNNhZURRFqT6qPvYJnQr6bgCnUj+KzGgkfdn3lcQ2DAIi2NvYMR9yXiSuwedetL04iq2lsbZaC2K9WR5fUOVcUZTCOAIqZVEUQS0MCoBW+kilHriuMWUxyGlV3QJ+8oyIi9HIgUPAgVa8AtAepyDKlbgsDc1sYHh6DVtLYyYNrqIoiqLUBLUwKG1C4SALiHXEzbxTBINiRYhDzqv9PIjyIK+bc1PNSrTudhLTIO9tK4OiZKGMbHZusoSD66vezF9KXSgn4PkoE6BWBiVCFYY+oagverUy1Au3EmqZ16/Owc6+is1xbZfHF5rHK8KULC52ILNcD6nmLNiVn7VIm1JV1E1OUZQQxKxJs+oGER0+HifseTCdU0h/JtC1FdCqSkN9UItQOvIEhLvVnV23Pdu6YLskiQuSK3ypsqDkRb6jixDoQwkTNuemglXLFcNFfAFuxPWXMfMZvR6LQESHTzr1xD1Pu6B4azMAfOCcBVx75XWVOmalN6iFQWmis0v1whZgBzHdaRayKgv2ubRdkWy3Ddu6Y7slhQqxudYgRUmLna0sL3HPQKdZ9hRF6X/UwlBDirYwKPVDLQudIzO2ITejOGvA5txUW1yCuDBJYLOLWheUIrCtAEIWa4BrMUtCLQ3tVNXCcOKpJ+757QueVEr/HzznX3GdWhgUqIVBQXv8gwa91QPxydcf9PwMzWzsuN8nGvNtGagkberm3FSzrassAOZ6hJQFQK0Lg0SZynwRVgCfsqDfI4qiJKEKw4Aiws/B9dUdufZVaVDKpgoCyvL4Qlvq0327x7HS2I+D66sYnl5ry4YEtIQ1URbc2gshZUGtQYNFmfe2716KC8h3mWjMt1kZ4vqN+zzNOPW+7y5HmEpZFEVQhWFAEeHH/tEQwUjTataPKsUvpBmLCBNVGLcEKdvvJWWqHY/gKtLitiQF2nxszk2VkvpWqT5u6tLQ+hBbS2OJloB9u8fbniE3TarLyIFDbX2kUW5U+FcUBVCFQVH6giopeb4qyXFte4mkRAVawpYoCWIxsBUFu7KzKApxx7DS2O/NmKT0P+L643sW0lhx5b5Mauvef0nCvVqQ+xAGjvKuUhZomKsSoQrDgOL70ZDZpyq4iyjJyDUUd5oq0StFIOtsvghlIwcOYaIx37QuAK3CbLLet42kUbWRbaQCtCoLg8u+3eMYOXBox/etPdMfEvDFeiBuor6Z/iTlQLJ62dm95H6U/nzxUD4lJ4ulQX9HFKX/UIVhQIkTYnQGqh5Ihp/h6TVszk1Vwr2nl0jBNSCbq5MoCXYgsy+weWhmo63ugigEQCt+QZQF21qhDC62wukT9uMEcDu+rBOlU5STLEp8ry1/SnbKq/SsKAZVGAYU34+VOwOlVB+ZxdNr1k7aAoSiWPiUA8En7IniIBWexd/cVihUWRgcQjP/EhvjWy/3Xug+TROUnGYm37fvPFnWpNZLneMZdDJMUfKjCsOA4rpfAO1Cpwa61ZNBdgPI6q5h102wMx6tNPY3YxSGp9ea/bhZkQTXJUm2VQYHN1Wp3BOibLrCeWjGP+ketgX9LMHLdjB0nPXNDaK2WWns3xE0XTf6dWKFARwFlbJoCIMiqMIwoCQFYw66e0sdEQEk7ke/n8ma/UWUBXEtEmvB5OpsM/ZAXEpEAJR18t53nt3PQhmUlP7Cvuds61IWAbtsYbyIitFKFSnHHcm4JKlbkmJQhWFAkR+O0Cys/qhUH/vaHVxfxeTqbNMy5JsJTCuM1CENqO9YsljEJJWqWNjEIuDGJNiuR7ZSIVYEUbjd4GdbEVfXpMEma+yCjSj/PvchO5DZxS5AKP0A/u91dyxxVgS1OivK4KIKw4AiqS8HcSa6X3AFguXxheb1jCvOlHTNRXiuwr0RUl7SZIeJU5BE2BcBSl7FDcnOkCTYAdUyLhHYJhrzGJ5ew0RjvqksbC2Nqc/0gCMuQJ24eIYmbyZXZ5uTPr6+1bI1WJSWVlVRIohZPdTqBhEdPh4n7HkwnZO7j825qabSEAoQTRK6lN4iwqhdedj1pbaJC6K0t3MVhaGZjaYSIf9XxQJl11HwEXc+ZHv7eHztffuQoOatpTGva9/m3FTf+ksr+bG/U9N+v7rt5Ls7rh/5zH4Vsn6nh7YdxN+Hi/gC3IjrL2PmM3o9FoGIDp8wetKex/7700vp/+OPfz+u37i2Uses9AZVH5XchYWU3iIz5NuLo21FnkI+9nYud9fFwf7xd5UBO4C3KsG8MlY5bp/gYgtM7naAOTfL4wtNhUtcuuzz51o47HVbS2NYHl/wKgaqLChxdPr9Gmf98wn4ocmCTlyMBk1ZqDqaVlUpG7Uw1JAiLAxAeOZIqR/2tRRhImQ5khlKYd/u8R2f2f34KNrCkGQpSEOSdcW930U58O03bjy2EiFWHRe1MChx+FwGi0CUWJ/1Ic0+7fvWt61sP4jWBaDaFoZzFp9RSv8XzLxPLQwKALUwKBEazFYP7CrEbvVXW1EQZUHW22kV7YreccGQ7mdurYIiSasshAK57de4gOikaraiDNj1FOTVVhTcVKwuqiwoISS2wL1Pi7DqSoB9XiuCrSzYz8egZl6rC5pWVekGqjAMKO6Pk/4Y1AO78qudzcTO6+4GPrukCcD03Q+9cEfy+Wb73ssxiRIl28blrE9jJZFAcjvl6vbiKLaWxtqCnxUlDZtzU0FFs0irXZp0v0LombLHc3B9tW0SYhCtC4oy6KjCMMDYWZLKnD1WikeE4825qR0zgaHZ7VB6RxF+bYZmNtqEYfv+kGD5TvH14YutCJFUrda2rkg/toVGMkvZ+IQ5EZzETWloZgPL4wvNAm+ajUZJiwjdScH4cdhKsQ/3O8CuBm9PJiTt31WyffEQSnXQGAalbFRhGGBWGvt3CIZKtRGBV4SCoZmNpnDg8zdOgwi/7md2QPD24ugOpSErk6uzzTGGCki5gkwomFkELldYt7Mdudvb+5QKvDKuNGOX/mylQiwOipIGuR997kdZvoezZleS/YUmE+zxDIpCoIk9FCUbqjAMKCMHDu3w11bqhwirtmuOjSuEyAxjWuGkyHtD6hsAYYVDxhdKGSkB2vb43BgOe/Y2i1KQZvy2giK1FzReQcmKrzha2gJ/ae83eQ7chAZuljRxZ/QlTggRVzSuLowcOFT7Y7BRC4NSNpolqYYUlSXJ/rJUoadeuHnWXUE8NIOftC6OTjIZpdlnnJuG7NvXJs12UjcBaFci7ArOcdgKh9RtGJSZWKUcJLC4rO/euOKN7udCluxe/RTLkPa4q5ol6RajJ+155MfOLaX/Tz/xfNygWZIUqIVh4BG3FqVeuC43khlpojHfnDGUWUJ3tjBvcGUWZUHGIUuaH2Of0C/b2/v2+VP7YhlsNyLbbchtl3Rc+3aPY3h6rbkMzWxokgClEOS5KGOm234m0vaf5buhX5QFoD8mzNTCoJSNKgwDjHxJpjWFK9VBAp6BdkFbXAtk5rLTH/W8grGY+92g46Q+XZckYGeKSLv4nB0A6lM4xA3KFgjsdqECbfZ6W9hyq2srSl5st7uyrQy2y5H7bNnuRfYzFZdlTVGUwUMVBkWpIZJW1c2SBOwMrOxUuM2qNNj1IHy4ReNsJJOLKAS+DET2zKkoRb7Yje3F0VhXAwnslv99SoNbyXnkwCFsL46qkq0USllCeNoJg5XGfmwtjTXTpw4S/RLHoBYGpWxUYVCUGhD6URNXJKBdOLCF3OHptdRBv66AYfefVnFwAyjjsP2gbfcqUQJcd6HJ1dm2GdG4/biKgj1rmnQ+ZL26Hill4gbsp2mbRbkIZR1zEwlIAL+bqtiXijlNQHSZFC3g94M7kqJ0A1UYFKUG+H7UQj/M4q4kFoi8P7BFxD7EzXCGirLFBTHLzL7temUrAW5FZrtyrd3Gp0T5lBP3vGcJClWUEO79neWeSms1yPLch/Zv7yttvZGyYxv0+duJVnpWuoEqDIpSI9zZwtCPs/yoioUgbcCyzPi7ykKetKRJxansGVPbjSpu1tVdJ8HdE435tsBm22Xo4PpqWwphScUaOieSNclOAytj6wX94jKhtIgL1k/aJi2u659v+4nG/A5FwBfrAKCZpcxN0Zr0v9IFSnJHOsoEqFuSEqEKg6LUCF8wsAjMMuNuuwSldamxC6odXF/F0MxGW4XjrD779sx/aH/usdipVyWzUqi6rB2XIfEcIwcONTMZubjF1uIQwci1JvRqZrPf8sUr+cjqigQkP//yzLi499vW0ljwWfQFSPdTBiVFUQy1VRiIaJaI/paILiKiq4mIiej9Cds8gIiWiOgqIrqOiL5NRC8lomNitnkWEX2NiK4hoi0i+gIRPSam/QlE9Boi+h4R3UBEVxLRR4joHp0cr6IIbtEkEZYlM5IICVtLY6mEXFu492XO2l4cTe2OIMS5L7nCxL7d45hcnfXOXLqvcmyhIGUX27ogJFlbfLOugLojKb0njdJgfzfY6ZWT+nK3s8lioVR6gwY9K2VTW4UBwKsBvBDAOIDLkhoT0eMBfAnAWQD+DcA7ARwH4C0APhTY5k0AzgdwOoB/APB+APcG8HEieqGn/fEAPgPgzwBcDeBtAD4L4AkALiai38hygIriw559d3/kpaqrBDFKexdbiLCDmt0ffGm3vThaSLVkcVOyZyXFPSjNrKQtyGwvjsZuI1aLrMXmhmY2sL04uiNH/siBQ5kVp6JQRaWeZL1fsljlQqSNd8piBQjFG+UZn6Io9aTOCsPLAJwJ4BQAsXZXIjoFRuA/AuBsZv49Zn4ljLJxCMAsET3V2eYBAF4O4AcAfpWZX8bMLwAwAeAqAG8ior3Orv4AwAMBLAD4DWb+I2Z+GoBZACcCeDcR1fmcKxVAfqxlxlvSIdoMzWzssESE8KVBlf5s1x93Vj+PcOBzXQj1E1e92ReQ7JK2orVPEXJdnjbnprC1NNYWJ6GUQz+5X0m8TFqKELjzBlT3WzrVfrqP0qAWBqVsaiu8MvPnmfn7zJwmiH8WwCiADzHzxVYfN8BYKoCdSsfzotfXM/PPrW0uhbFOHA/g2fI5EZG1zR8y81Frm38HcBGAewJ4SIrxKkoQuwbB5twUhqfXdgj9ItiK4uBLl2r/H3JbWB5faGtrz9aHhP8sQo9raUiLLbjbFgtRnraWxrDS2L8ja5IPWxGyA54BLdTWC+pqTanCrHvoGUqyEGzOTTUtllKlPdS/mwrZ174Krkl1vY8UparUVmHIyMOi10951n0JwHUAHhC5FKXZ5pNOGwC4C4A7ALiEmf8v5TaKkhrfjJmdDclG3tsCfkgIsKtCh4rA2f3H+USLVUME8DxKRFJbu5ia7fIhwr5bvTnJJUm2k7YiOEkMyObcVLNYmyoOSoiyFIO0M+V2u6Sx2M+wXWl6pbE/UdD2FVuUftLuXykWRnkWBk2rqgiDojDcLXq9xF3BzDcD+D8AxwK4MwAQ0UkA9gC4hpkv9/T3/ej1zDT7iNkmCBEdDi0AbpemD6W/iPsh9wn7NqFUiUBLGZD4B3e7PPUYthdHMdGYb6ZJtYWJpBn/JAHJHo+tINhCv70k4WZQsoObt5bGmkrCoLk4KNXAfu5DKVBtJE4o7vtAMqm5SQGSspspijK4DIrCMBy9bgXWy+e3ytk+7zaK0jFp3WakXUiQCCkCrnXB3V7eyzp3HG57V4gPuUv5CrEBO2c0fQXX0rgi2e3ldXtxtBk8DphsUbZFowwGXRHpVSB5HfGlQJXnQJ4bO+NZaKbftvxJnIVYGkLuRT7XRrdPpXcwUymLogjH9noAFUGeiqzWtyztM+2Dmc8IdmSsDHsy7FvpY8RtZmT6EPbB/GjHzRKOHDgENNo/k5nGuBn5fbvHsbLuVyriZjN9+3P3Lf3b732KwPbiKEYQFt5F+N9eHE3lPiTt3RgQ2dZ3HotOrzrovtZZa3woOzFKZzrLgE/wT3q21OqgKMqgWBhkdn84sP4Up11Se581Ies+FKUwbKFTAhd9rkRxmZOS3Hds9wVfWlapKm0LgHYRuSRCBaDE3Wp4es0bu+Aeg+w/SzrVoZmNppJgK05iqZB4BhVulTiKFKyT+pJAZUmzLLiKt4tdgV2+C9zkBvYYQgXblGpxFFTKoijCoCgM34ted8QPENGxAO4E4GYAPwQAZr4WprbDyUR0uqe/u0avdrxCcB8x2yhK4dgCfNx6G1soCAUpx1kgJCMR0O4SkbXStL0v+zPbDUmEHCn4Zm8jwn0a64JdBE4WcdGQfkVBKCOd6qC7IvUbSS47afsQkvoKPRMyjjTuQ3YNFkVRlDgGxSXpQgC/A+BRAD7orDsLpkbCl5j5RmebZ0Tb/LOzzaOtNsIPAPwYwJlEdCdPpiTfNoqSmq2lscJnuEVQGFrawL7dLaFHgiZXGvub70VZ8NU3aAockYyy0tiPyZlZrIzny+0+PL0WnCFt7nsdEDeMydVZDE+vNS0P24ujzbH4mFyd9VoUjHVmqlm8bXNuFFhst+AMuguR4qeIGfisKYkFO34hqQ9fAoTQ9mpdqA9aM0Epm0GxMCwA2ATwVCK6r3xIRLcA8LrorSvZ/F30+ioiurW1zV4ALwBwIyxFIqoHIdv8tV2gLaoy/WAA3wXwxc4PRxlE0s5yi4tCXD51aScsjy/sSMvoVjr2FXizP3cF6SwuQa5ykMe1w3VTkllWOwg6FAxtfy7KQjdSqA6SlUGDm9OR163Jtir43Pt8n9kk1V9QFGWwqa3CQEQzRHQ+EZ0P4I+jj6fkMyJ6k7Rl5qsBPAfAMQC+QET/SER/DTM9OQWjUHzY7p+ZvwLgb2DqK3ybiN5CRO8EcDGA2wB4RVTEzeZvAHwFplDcV4nor4joA1H/1wH4Xbugm6Jkwc7eI8QJnCMHDiX+0I8cOIShmQ0T0OxUet5aGmuzJsSlUxVloUjXhjSzmiLo28qUCPtbS2NNIVWUl+3F0WZNBXk/PL3WXAA06y1sL45i5MCh0iwKg2ap0PiPduxnt4gaBknPelK//VbpedCoepYkIrotEf0+Ef0bEa0R0fVEtEVE/0lEv2dPsirVhNIVSq4eRNQAcF5Mkx8x815nmwcCeBWMknALAGsA3g3g7cx8JLCfZwF4IUyV5qMAvgHgjcz8iUD7E2AUmKfBFHK7GsAXAJzHzN9Nd3TxENHh43HCngfTOUV0p9SIuHoKefrx9eULPLY/i3NJyiJ0uP2667aWxprxBD5rhasoAMY6MDy9hs25Ka+FwK7gLOvFlcmujl0F4bbobExKvYhzQRRlw33ebAuD/Vy7z5mdQtje1nZJDPU1yFzEF+BGXH9ZXBbDbkNEh48bOXnPfT/w/FL6v/hp78JNm9d0fMxE9DwYT47LAXwexoX7NABPhEkW81EAT+K6CqUDQG01OmZuMDPFLHs923yZmaeZ+dbMfAIz35uZ3xJSFqJt3sPM92Pmk5j5lsz8kJCyELW/npnPY+a7MvPxzDzKzE8qSllQFHcWP4tbi+t25ArtW0tjbZmJgJ0CQ7dnIu0gZBexkIjwb+IOjKAt1gQbsTiIIO4Lao5z/SrLhWhzbqq5CKos1AdXIE97n8RZBZKU1rTPoW8fw9Nr3iKNgioI9aOsSs8FcgmAxwE4g5l/h5n/HzP/LoC7A/gJgN+CUR6UilJbhUFRBhXXNSmLYCk1G4CW8GzPJNrBv/YMfZxgI8J8VkUi1KedoUjG5qvJYB+DK1yJ0iCKw/D0Wpsr0ubcVNOyYM/kx8UtlDnjL2NVJaHaSByAZCaynyH7fk57HfMK5lJgzZcNybUOJO0zrkq8pG5Vqg2jHHckZgIXlFqVmS9k5o+7btnMfAVa8Z9nF7IzpRRUYVCUmiCZi4BWfYO4ugohRNiwhWdbsLALp6WJSQjlcAfyZVmRyrPAzkBZX8yCHIPg1qSQ926mI3H5sNfHzeraypYymMjzIEkBxP2tl247vmc3FOBsKza2siHPr3sMqsAqEbcjosOhpYD+t6PXmwvoSykJVRgUpSa4gclCXhchcYFxiz7Z++nU/cgWYFxs4cvFTeUqLI8vNIORXewZ+mb16xiBR9yXbJK2UQFqsPFdf3lG7CB7m25lGIpT7jUeoc/hEl2SSo4oiGphPTN6+6ly96Z0gioMitIH5LE02MqApFQU4UbelylcSOrXtALV5OosJhrzzQxIPjcj+zVkEbAVJTd1rCoEShIhBdeuMp7UPguh58O1IsQp92mTJWj6VCXAFcx8RmjpsO+/AvArAJaY+WABY1VKQhUGRekjkn7wbQF6ojHvnYnfnJtqujxJEHRWQkKV/f/B9dWgkOPL6rI8voCRA4eaVoetpbGmaxGwU9iPsxa4n/u2VbpLHeo0uIHpQD63uyoK5mVPECjlwlzOUiZE9GIALwfwvzCFcpUKowqDotQIXxVWQaoyh7CFFFuYtoOo7YJtE4353OlFfa4PPl/rtGwvjralexTrgqxLU4k5ixLQa0vDICgs7jFWIZVtEiuN/YXcG1kEc7utnDNf6uMkxUWen1B8QxWVGKV/IaIXAHgbTEHbhzLzVT0ekpKAKgyKUiNCxZ7SYMcmuO46oZiAToSIompGCJtzU5hozLeNO48SYLshuW5MVaHXCkvZaI2JfMQ9k7aSrpaCweMoqJSlDIjopQDeAeA7MMrCFaXsSCkUVRgUpUa4QpbEGtg1E0Jszk1hcnXWOzvpwy7i1AlxxdnS4AvmtGMORPnxxTD4sNv6Migp5eEGBldNUeuUbszS+56bUEYke0mqs6BKhtINiOiPALwFwCqMsnBlj4ekpEQVBkWpGVKDwHYfklSpgF8Ik7oKvnoFPhcFW8goQpCYaMzvyIokFoOsuJmQ5P80wn8ozaqsU8rFzXJVB0Uty30Rp3wXja+eQghfKtW02yr1oKw6DEVCRH8KE+S8AuDhzLxZ6A6UUlGFQVFqxvD0WipB2/Z3Xmnsx/L4QtssvAjZRWdO8fXn7stWdkJVnIFWYLb0Yfdnv4aEOvfzNClTVXEoB7Fw1UFJsMmSWriMe8d9/rI+jxqboFQBInoWgNcCOALgIgAvJqKGs5zb00EqsRCXHQavFA4RHT4eJ+x5MJ3T66EoFURcPiQoWAQ0O2WqT2izZ9/tthJMnUXwSOMCISRVkXaPw0ecT7ysc1+TtlOUoigynifJ6ue6Err/l8UgpCa+iC/Ajbj+sgJSiRYGER0euu0t99zzPS8ppf/vPutt2P7ZLzs+ZiJqADgvodkXmfnsTvajlIdaGBSlz1geX9hRfdnN1+5zQ7JdfMR1YWhmoylwZHEfcvsOuUmFkLiMNMqCu95NfelaI0IZlUKFt5TiKPr81sUaVHTK0jxWgyLikRQlL8zcYGZKWM7u9TiVMKowKEqfYQsnIhC72VMkWNrm4PrqjiwsdjVk1zUjSQCy14eyMNnjtYO34wTBJCHRlwXJ14cvraev+rPSOaIoDE+vFXJ+5R7tt9nsNAJ9kvJhxx65z32ZMRZ2HJHSfepYh0GpF6owKEqfEhcUGbIyuNhC/eTqbKKgkuazJMSyMTSz0RyDz2IQJ3iK8BJXuM1XCVqFnnKwg+3znF+3/kAVg3SLUISKEuiznh+7facxE4qi9CeqMCjKAOMLOHaFB7E6DE+vtc1cJgkWMqucxRVChEm7MJt8Hgpgziuo+Spcq3WheEL3RRZEwY0LkO81/aJousonUM6xAAAgAElEQVRGlc+5YmCUlyXp/7P37nGSJGW99+9ht3dcFrYRenzZmT24aIOggn3sd1+6weWm2DqgDNK8IOdwETgjLajcFJHLFiheYAV5D5zBVhQ4cAQcD+MLtI5cdmGVnkUai/0oyNJchNkBd0agV2AZZtk4f1Q9NVHREZmRWRmVmVW/7+dTn+rOyoyIzKqMfJ54bjQyEIUKAyFThu2qcHzhCIBzgZKuwGy7MBWpy7CybwHHF44MrQgXEch9AZRZgdpZxdxCffosF6E+SHlcATSmorMqFZr2V3+zdVeDrmu1fZwWFfcc677mhJBmQIWBkCnEFgrsrCv2qr3u42YVKlqfQYW/ufXNQikqtb+s7VmxEe7/vrZcC4OPSVk5bhMqpGb9XuoQ3pvoCpUaKsztoA11GEi7ocJACAm6+7hCmbqG5MUy2O25loYYYmIQ7LGHirAViX2gYjAeYgXQ0G9GY298FjF3n3ErFXVk2dJzjMlMFoN7vXlftIPbjCR5EaJQYSBkyggJUb7tK/sWvNmR7PSrPuxjNPPRsZPdwi5JeRYGVRZ2NuYH23Y25ocCpl1iBSCurKbBd/1dQTtLWbD/9lkgXIV2XErD6UPLgzifEONUYIpa8wghJAsqDISQQXG2EK6gZgt9bsrGkFC01F0tXDU3ZDmwayqcPrSMs0f3DgVM237XsVWgSVqyVt/1+7Jd4VxsRcBOC6yKqG15cNOK2vukRvu0zzdlv6GUqdPoPjXNMK0qSQ0rPbeQaa70zMq8o6HXL7YKrO+zUCVZn8Kw1F0dBFYvdtYwc/BUdBBl2cqxod8IfzvtILaScegzIKy8Fo2/KUKqdklzaGql5/Pvcsf99/iT5yRp/9NPexVuraDSM2k/tDCQ1kCBbzROH1oexCAo+rdmQbIDnYFzGZV8KVRt4Uj30aBoRZWDlX0LmFvfxOyB7UJ+3llZi5pkIWjSWJpO1mr7zsa8NzbB9dMPXW9bUbB/o7a1oUjF8iLkWdhSwd8egUkY9Mw1ZdKHCgNpFXw4lidL2bJdkvIEnpCisNhZ22W9sNG0qrHVfu20p77g5Tzlscq6DTsb84NX1lj5+yyP/jaA3d+t63YTil3wKbaqDGsfrtKcgnEqDVUuotQRtE0IaQdUGAiZQnyuE3mBzLYQ5K4Cb3UODwlxbt0FtQ75CrBl4VMO8o7PUyiKjkGFqOMLR3B84cjgf1UgyrpOTSuh317M9ctyn8vz4dcg6XG4DcVYMWJ+g+O2Vqj7IGkbiYq2GQHATEmkBxUG0hrsVJ91FVCaFHY25ocCRwFg5uCpXfUYXOzrrtaExc4alrqrQ6vAKgypEhEjDGYJULbyEQqEzmojZG2wUQXAPkffiqutNAC96+aOgZaGMO413dmYDypxvm0xCq39/9z65qBacUplwVZmYn7vMfuMOyaCMRiEkBBUGEirUAGUD7Zy2BWetzqHh6wKmhIylF41xFbn8FCWG2B31WS7cu8oK/9Zxdfy2gbyV2x1hTXL/ciHKg1ZtSNIDzf1aMgNyfd9quAPnPsubSXPVoLtfX2B9lUvOtSRypUQxSR6EaJQYSCtwg5eJOWwr5+6aNiro+rzHRKYQ/UUsgT2s0f3Rgcr+1bo8wq56T6htlWoXOquDsUj2Odou2Oo+5FuO75wBEvd1YEQam+3+9fxU2nIJuYe9l1DV/A/fWh58B0sdVeHYmh0u6ZTtd2EVvYtYKm7mswSNOocRYWDENI0qDAQMuX4KsWu7FsYVGj2+Y2rMGdnUfIFFbtuTzauAuFaJ7IUjKLVms8e3Tv421YG1L0oy5rgKhKu0uCOicpCOYoK7+r6o8K/r6K4XfvDDZSePbDd2O+qrkURKirtJV0MAyE9qDAQMoWEUkxqYKhPcNAV+qXu6q7P3XbyhGfbWpBlGQit1hcV9GYOnhpyUdG/l7qrg1VrPTfbkmDv77Mq6P/2arY9dhJPbFE/W7nTv2cPbHuDnl2LxDgF4iJ9MTsRIaTpsHBbC5nmwm2kWrKqMru+5nbaVbcAVp6CkJXi1JcBKZV7jyo9dmVoZWdjflAnQs/dZ02wlQdb4SDl0WteFLsQoQbbZ/1eNK2qQvdGUoTGFm6788X77/5Hz0vS/ud+8Src+pWbG3XOpB5oYSBkyvGlgFSBOEugWtm3MFgZLRrs61MwbGFP4xiqdhnRVecs/3hVGlzrg81iZw2LnTUqCxWh19xdafcVGbSZW98cFHuz3eJCbagLE5CugBshhEwiVBgImWJsP3BbOVjsrA0Che3tKuirEGbHBrjYNQqyyLJOjNOtx+5r9sD2kAJx9uheLHVXB0ImsyFVj33NFbUaZFWAti1hGnNjZ06yiwva7fL7I5OCQboYBvqgEIUKAyFkl0C11Tk8sDK4QdG6uq6EhPqY1fe84OWsmgtVk6ewqBsTrQrpsS0N9jV3vyP9Hdp1FnyWn5V9C5g5eCrlkHNRZYaBxSQFxqR5EaJQYSCEAAgHnbppWO0sRvq/jetWUkTIt/etItg5r4+sfbSgmPbLFenx4VPKfIHB+p3MHtgesv74vuMmKHpF0kIzaJ4Q0iSoMBBCBoKMnQZVBTDNYe9aFmx/cBv1R4+pt+AK4W5KVd8xRXFXdGNWmmMtCRprof73FPLSEfo+bEVCv2tVfpu0ml80wJoKKikC06qS1Jxf9wAIIc2gJ1x1gU7vf7uq9szGqXOB0Ou9YOezR/cOhO+yq7c+paFoitU8FjtrmIO/j6LtuccNgrSxjJmDp7DVOYylg8ycNE5UQd1aODwQym3hvGwGJkIIIeeghYFMBE1aSWwrWgDL5djJ7q7aA0C2sJ0noGWlX3Xdf6oqiKYVfzVLUpYlI4RvbLrCnRUATtLiq8MAnAuK1r/rrHfAOYokxUiaFyF9qDAQQga4gr6benKpu7prxbaschCzbxELRF6bbvG2KtK2quvSzMFTmDl4iqlWa8YVyt06IXY16HHDmg+EkDZDhYFMBJo6UYUBXU3mql5xNJZhsbOGrc7hofiFWGE4r+JxbEXkqgOf1X1l1HZczh7d67UwMKZhvLiuSMq44wFiv/ciaYcJyYJZkkhqqDCQiUEDd4+d7A5l/KHiUBx1vVEBTFfQY6wLRQQcu1Bb1vFVCE32WKsSwmx3KY1hyMv0RNKjMTb6t4+Uc0Le96592/uFxhPKXkYIIeNkpKBnEXliBWPoGmOur6AdQkgC5tY3cRrx7jsxsQG6jy1w++IXUtBTHKpxG7LHOntgGytYAA5V0jQZAfs7VkVRLWYA+oXgsKsw4bjw9Zk1jrrGSVqC6b9StU0IRs+S9EaU/zlJ/9iXAqDCMGFU4R9eFn2wuit2duVXUowi32WsslCkj1S/paoCqm1mDp7CaVTfLhmNufVNLB1cxfGFI70g/pP1jKOI8N/7fVJZIITUTxVpVf+q/yqKAPjTCvonDYSCEgkRcjnK+81UrYTGtlc0LWeVFgxSLbMHtrG0sTqUOakOYn97MwdPUVkgUbBmAklNFQpD1xjzpjIHiggVBpIMjWdwoaWhXmwLQ5HUplUrobHtVVljgtRP3VmsFjtrg99FlrWh9xkGFdU5XxFC6mTUoOf3ALihxuMJycSuYOySt7pYZ872OikbEGzHJMS2n8JqMOr+mmFrVKgsNBf7Ox63lSH2d+EmcGC2JJKJSfQipM9ICoMx5meMMW+r63gymaR4MGYVCgvhK1Y2DZQVdMsc51ZMLsMoWYlCaVu5mjvZuN9xnbUZYhcmqIASQupEDBPttg4RObEHF+6/Qh5e91AyaWJmjzzBwB3vtLqVxJ53SOHKCmwuGvBMyCQSOz82cR6dVq4178EZ3HKjMebSuseiiMiJ87774v2XvuYFSdo/8au/i+989eZGnTOph7HUYRCRORF5lIisiMh54+iT1M8kPOSmVZCNiS3I+jz0Gd0qCOmx2FmLuh/s6uSEEFIXlSoMIrImIteJyJ2tbYsAPgngCIANAB8WkYuq7Jc0Ey2Y1qSiaRrTkBVo2LQxjxtfLMKogr6teLlK2LQqZaS5jOP+15ojer+F+qw7SJu0BMYwkMRUbWF4LABjjPmKte2VAL4bwJ+hpzBcDuDpFfdLSDKmTXlQQSbLylAmuDivzXFRtP9pDX4n42FufZNZkEgFSKIXIT2qVhjuAasIm4jMAXgQgDcYY55mjPkZAP8A4PEV90saSCg7UVPIG59taahbyK0DPWf7PTYTko1aEMocm4KiFg2u8E4f4xDe9V6YtgUJQkg7qVphuAuAm6z/H9B/f6e17VoA31txv6QhuAKhpgRsKpotxX25bHUOT4W7kq0UhATrrO36yqNIdqQmKBmEVI3+9t35ZpLnF5IQuiSRxFStMHwFwJz1/4MA3Abgw9Y2A+C7Ku6XNISmKwixTKt7QIzAH+OmFHJryoplyBpTG6BiQ6pgWuceQkizqVph+CSAnxGRu4jIndCLafgHY8zN1j6XAfhyxf2SDMYpyLjVlX0r9m0RrLIe3JNqafC5DYVqFVTdz6Rw+tAy4x4mhHH9RqkkkJGhhYEkpmqF4TUALgFwAsAXAdwVwP/QD/spVX8MwMcr7pdkUPcK7SQK1pOKaxkIuQ75XJaK/M7q+k2mEAC1TftazR7Yxs7G/MQqRdPCzMFTdQ+BEEIawflVNmaM+f9F5OkADvU3vdUY8xZrl59Azx3pWJX9kmzGXfjH7cv9v24Fpgg6dltAthWgSSyqZAvAPmFY94kp7uZLz1o2U1IVRfSqsIzMHDwVFQjd24cB022GAe+kNRhmNCJpYaXnFlKm0nMTKhZPknDtWk0WO2u1X99RiBXgfcJ+7HnbykIbr1Xbx08IGY1GV3r+gxcmaf/Ec1/OSs8EwJgqPZP6aYKA0+QUq6PS9mDvrAxH9na7nsKotM1dZ259Ezsb85g5eIoxCoSQRmFMmhchykguSSJyt7LHGmO+MErfpDh1r4w2QWmpCje4exJwXZHs76tnHfLvF9Om7/82/h40NoGuKoQQQqaJUWMYPo9ycfSmgr5JAepWFqaBnY15nD26t7XX2bYi2O8AhpQFVRSKWAh88RCEEEIqgtYAkphRhfY3o6afqYisolfnYQHAjwC4I3pB1v/Vs+9lAD6X0dzbjTGPC/TzJADPAPCDAL4D4B8BXGWMeXdg/wsB/AaAx6FXoO5mANcAuNIY88mIU0sChbTqseMxjp3s4vjCEawcmIwYDWC3AqFWBjdwOa/Im0+xaLMCS+sCGQeTFPNFCGk/IykMxpgnVzSOMrwIPUXh6+ilcb1XxDEfB3DUs/2ffDuLyFUAnttv/48BXICeIvAuEfllY8xrnf33AHgvehWuP4pemtn/BOAxAB4uIg81xlwXMU7SEs4Jw5PjnuQT8k8fWsZiZxlzGK0mQ5EKz4RMM1QWSDRG0mVJYvYl0qfNbkHPRk+Q30bP0nB1xDFdY0wnpnERuT96ysJnAFxujPlqf/srAWwBuEpE3m2M+bx12HPQUxaOAHisMea2/jFvR09R+VMRuY9uJ+1HBd+V9cl4uNuKQsgKYAv9MW5JTVUO2mzlINMNf7uEkHGTLEuSiNxLRB4lIk9I0b4x5mpjzKdNurywT++/v1yVhX6/nwfwOgB7APyCbhcRsY75dVspMMb8FYBr0XNrelCi8RIyEnnCvy2gFIlhaGpVZ9flipC2QGWBuIhJ8yJEqVxhEJEFEfkogH9Gb6X9jdZnDxKRb4rIz1TdbyT7ROQXReQ3++/3zdj3of33v/F89tfOPgDw/QDuBuAGY4wvXsJ3DCGNwSeEuGlUiyoKdrtNFXKaOi5CCCGkKVTqkiQi90QvwPc89Pz37wngp61dPgTgKwBWAbyryr4jeVj/NUBErgHwJDvNq4hcBGA/gK8bY77kaefT/fd7Wtt+oP9+Q6Bv3zFBRORExsd3jWkji9OHlrHVOUw/WQJgd7pTn8uDr0pz0UrPTYDuHISQiYPWAJKYqmMYrkQvMHjRGPNJEbkSlsJgjDEisgng8or7zeObAH4LvTiCz/a33RdAB8BDALxfRBaMMd/ofzbbf98JtKfb72RtK3NMbcytb06M3z0phy04u+5GWdmNlCyh26eANAUqC4SQiYPBySQxVSsMPw7gf+ekD/0CnFX+1BhjbgLwEmfzh0TkJwH8HYD7AXgaelaRQk0X2Ffv5qhjssqw960P+wv0vQuusk4nOxvzOL5wpP9ft6cyY3cV7iwB31Uu3G36f5OUBB+8B0hbCf12+ZsmhKSiaoXhTuhlLsriduhZIWrHGHOriPwJegrDA3FOYVBrwKz3QL81Ie+Yiz3H1EabHirMR14dswe2gZPn/l/qrgIAZg6ewtmje6PacBWBWMElxu1pnLTpHiDExv3tnqs636XleFqhSxJJTNUKw00A5nP2+SEAX6y431E41X+/SDcYY74hIjcC2C8il3jiGO7Rf7fjFT7Vfw/FKPiOIWSs9IT2czUjhouQbVdmFciyQjQ1axIhhBBC/FStMHwAwM+LyA8YYz7lfigil6PntvS6ivsdhaX++2ed7R8A8AQAPwXgz5zPftraR/kMeu5W9xSRu3syJfmOIRHQulANuqLvrkCOKrznuUf44iOaQtPGQ0gZOEcSWhhIaqpOq/q7AG5FLz5gDcA+ABCRH+r//y4A/wHgqor7zURE7iciu9ygROSh6BWAA4C3OB+/vv/+QhH5buuYywA8A8AZWIpEvx6EHvMKEbmddcwjAVwB4BMAPjjKuRBSlpBg7Ar1qfvLY5zWByoLhBBCSD6VWhiMMZ8SkUcD+HMAr+1vFgDX99+/BuDn7BSmZRGRgwAO9v/VNKPLIvLG/t+njTHP6//9+wB+qJ9CVWMs7otzNRFebIz5sHMuHxaRV6FXvfl6ETmCXuzFYwHcGcAvO1WeAeBVAB6BXtrY60Tk/ejVZngMepmansIqz+OBcQ/xFBXQi6ZW9R2bZXWgEE8IIQWhhYEkRlIUShaROwF4EnruPndBL9D3OIA/M8Z8paI+OuilcQ3xr8aYy/r7PhXAowD8MIA5ADMA/g3AJoDXGmOuzejnSQCeiV6V5tsAfAzAK40x7w7sfyGA3wDwePSUhZvRq01xpTHmE9EnmIGInNiDC/dfIQ+vojlCBoyyuk9BnxAyyVxr3oMzuOXGrCyG40ZETpx3p9n9l778RUnaP/HC38Z3vrbTqHMm9VB1DAMAwBjzNfQyDhVNU1qkjw4GSSFz930DgDeU7OdNAN5UYP9b0FNkspQZQhpFVYqCXcMhVoEocwwhpDrUIkvLbIthHQaSmEpjGERkT+R+31tlv4SQcqTIWBTTns+lSZUGZlAiZLyokkBlgRASouqg54+IyA9k7SAiPwfgHyvulxBSgqoDnl3hH/ArEL60q77PCCGE5CMmzYsQpWqF4YcBfFREnuh+ICIXiMhrAfwFGJ5DSCMosqLvE+R9xdlspSF0XMy4CCHj4djJbvCey/qMEDI9VK0wrAD4BoA/E5E3icjtAUBE7oFe0PMv9d//c8X9EkJKoBaGGKHeLcBWJbbikmWZIISkIXRfL3VXafVrOibxixBUrDAYY94H4EcAXI1e0bMtEXkegK3+9t8H8MAq0qoSQqqhaNxAluJQRrDwKSx2VWhCSFo0duHYyS6OnewOfTZcDZ4QMq1UniXJGPNvIvIwAL8N4AXoKQlfRa/+wvuq7o8QUo4y9RdSYisJ9tiYPYmQ9LiKAiGE2FTtkqT8MICf6/9tAMwCuEJEmPeLkIZQNOA59Wq/KgpUDgghhJBmUbmFQUSeDuAP0KuK/EIA7wTwNgAvAvBgEXm8MebGqvslJASFUD9NszAovu+L3yEhaXHdkphitV0woxFJTdV1GP4CwOsA/DuABxtjftcY8y8A7gfgjwBcAaArIo+ssl9CsqCg6ce2MGRdo6pTr/pwlRfGLhBSD0vd1bqHQMpgJM2LkD5VuyQ9GsC7ASwYY/5eNxpjzhhjfgnAY9Czavxlxf0SQgoSCl62/0+VESmErZzY2ZKy6jYQQqpDg5x5nxFCbKpWGJ5rjHmkMeYrvg+NMX+JXkrVf6i4X0JIQUJCuKtIjENwcMfiKi0h5YGQlEyj0Mzg55bClKokMVWnVX11xD6fR881iRBSM1kpVVMJS7YCYPcVqhLtUxamUZAj42calVONXZjGcyeEhEmVJSkTY8ytdfRLCDmHT+jOqolQJSGLgk+ByYqzmHbFoWgNDUJiWNm3wN9V26CFgSRmpCxJIvLE/p/vNMb8h/V/LsaYN4/SNyFkNHwuSeMUEnwxFL7sSL6xqRVi2ldBbUVr5uApFtkilTHt9xYhZBgxprwKKSK3oaeD3tsYc4P1f+ZhAIwx5rzSHU85InJiDy7cf4U8vO6hkAlEBXFXQK+y7Zj9XLKUhKzq09NEVoA4FQriQ2MWFjtrmFvf3BXDwPSq57jWvAdncMuNxphL6x6LIiInzpud3f+9L3lJkvb/9WUvw3d2dhp1zqQeRq3D8BT0FIQv9f//hRHbI4TUjK0sVCmAF7UIuONwLQ2hwOhpxudOpgIgBT+SxVbnMFbW+RshhPgZSWEwxrzR+f9NI42GENIoqlQcihRj8wVA+8aW5840rRaHnY15AMDZo3uxsq/mwZBGs9hZw1bnMAAMCradPrTcUyCoZLYHxhuQxNQS9EwIaTYa/JyyaFusVcAX9Oyr12BDa0Mvn/7MwVM4drI7UCAUXh8CnFOqFztrQ5WeAVqkCCHDJFEYROQOIvIEEXmViLyh//4EEblDiv4IIempWsiMsQCEMibpZ6FUq+OoTt1UVDnY2ZjH7IFtrOxbGCrGtbMxP7XXhgyjlgV9Jy2GWZJIYkaNYdiFiDwGwOsB3Am9AGfFAPhDEflFY8yRqvslpElMkjtMqoDiMu2F4hi4Yt5TEI4vHAHQcys5drKLFQyvEs+tbwLr9YyPNA/biqDuSMdOdidm7iKEVEelCoOIPAzAnwO4DcCbAVwD4MsA7grgIQAeD+DPReRrxpj3Vdk3IU1iUgII6xLE8xQCe7vrnjStKVdnD2xjBQs9ywK2sdRdxSyYFYnE07vPWOm5jQitASQxVbskvQTAGQBLxphfMMa8yRhzrP/+ZAD3B3C2vx8hrcBNMxjDpPn/1iV823UYfEHNLllF3qYFdT+y3ZAIsXF/Eyv7FrDUXWWgMyEkSNUKw38G8HZjzMd8HxpjPgrgHQB+tOJ+CSEJqUPotC0HWYHPFIizmWblifjx/SZ67myklRgARhK96j450hSqVhjO4FxNhhAn+/sR0gqmbcWtCcHDWelSVUlgHAMh5fEVaNMYBkIIcalaYbgWwI/l7PMAAB+quF9CyAgcO9kdpN/0rdqPEqBcdv+s/924hWmMWSBkFEILIdO2QDIxMEsSSUzVCsPzAdxHRH5PRC6yPxCRi0TkFQB+GMBvVNwvIWNjElay7XM4fWgZi501AL1CXz7h285OFHv+RQV423LgG0NoTHRNqocivwVCSFrEpHkRoqRQGK4H8GsAvigi7xORt4rI+wB8EcBz+58/X0T+1Hq9oeJxEFIJuvJuM6k5y1f2LWBufXNQ7Mt1+3EzEtnkWQdiPnMtCHnkKRTTilukbRTyFIKZg6eilQYqF+1A5zx+X4QQm6oVhicDeCB69RfuBOChAH6+/651GR7U3899EdIYTh9anmhfXl+MgAoIGvyYt3KfJeCHhPcilZ1JOTQ7UhVkfRczB08NqknHtlWlMkPSwvuwZdAliSSmaoXh7iVf31fxOAgZCdeKYCsPbffxzUpHap+nvcroq6hcRqDIC6KmkNIe3PStWexszFuF5cJwVbs5+KyrhJDppVKFwRjzr2VfVY6DkBRMysMzJJS7SpJPMRo1uNj1e3etFE0QGJswhkkkJm2nT3El42Vl38IgpqntiyPTgiBdDIPUfXKkMVRtYSCENJwiArFaBGxhvqxAHVIU3P7qpgljmDRmD2wPioPFuPupwEoIIaQZjKQwiMj3iMjt6zqekFT4VtbsbW1eAfUJxK7LVZbAVqVAHVO9mUwWGvPg+641xoFKW73MrW/SutA2GMNAEnP+iMd/CcBLAbxshOM7AH5rxHEQQkZgZd/CudgEDMcZhDIg2ZmTisAYhvFSNPtUSs4e3TtwfcsKjN/qHKbASgghDWJUl6RR3dukgjYISYJWPlXcVfg2WxlsQnEFvnoI+rf7bh/ntm0fW7fAqkxTKlDbrawu9F7RMSx1V3cF1es+k5q2mJCk0MJAElNFDMOTReQDZV7gz5G0iElc8Yyp6DxK1eemKAguZdPFknLYFqyl7uogpsG1NsQERhNCCBk/VSgMlwF4cMkXrQuk8dj+/K5VoQorQ52WCnf1ORTYXKaQWhHqWMkPKUeMq0iDXtfZA9uDNKu2Em7/zaBnQorBSs8kNSMpDMaY21XwKhv/QMhY0ABAFextAX+xszaywF+n5ULdjuy4hJDgHytIFxGw3ZoOdQvn9jjs61L3uCaN2QPbQ/Ub9PqqGyAtO2Ga/lts+vgIIeUYNeiZkKlmbn2zF7bfQnyuNz7LQkwK1Kxibr5aC74YiCZRNqCbFOPYyS4VhII0+Vr1vs+6R0EISQHrMBASiRsArVaHlBaClKt1MZaEWKHZrdXg+6zMmOpcrQwFdMfUkyBx6L0zrdexipomTUCtrJMY50UI6UGFgZCSpI498AnrRfss4x4USqPqZlPykefSlNeH75isz8eFL1OU+zcpz7RexzLnrWlnm0yK+7XuOaDxMEsSSQwVBkIK4KZaVStDlcqDm4LS7b8IWQKJrZCELAmucBwj4Lj+/7423Xby2p1WgZJMNmWFYM06ZaemrROdl3QuTKHQcA4gpF7EGKqQbUNETuzBhfuvkIfXPZSpxHZDcv8Ght0s2vCQ88UfhOIbip6PHpMV40CIS1vunSawszE/FEA+ydR9rtea9+AMbrnRGHNpbYNwEJET599xdtRSUiMAACAASURBVP/3P/fKJO1/5g9eilv/Y6dR50zqgRYGQhJRRrje2ZhPNJpi46gKO7g51joxyUz6+VUFlYV4pkVZAKbrXAtDlySSGCoMhBQklDt+VObWN6MeiFXHTmQJZ0WCkLMqPccKyuMUFKsU3nc25nOvDVfNs0mpLKv7zrGT3UENiLLtVLl/2XvZdoP0pXsmhJCqqVRhEJHvqbI9QtrEYmdtLAWnxpWVSV2JYmo0hNopmj51nCvwMcpQ7HhmD2znKl4hly/SI2WVZ/vaH184MqSYq7KX950UUfhi4ppOH1oudS/rON25hsXuphxaGEhiqrYwfFFE3i4iD624XUKSUlaAs4WCIgJ1DE2pflzm2LLt5FWcTkFWfEUqi8A0Whryvku7OGJqVKA/drI7UFS2OocHFohQeuBYVBHICv7V9ooGLs+tb2KxszY4PqavUaBySwgBqlcYbgDwGADvFZEbROS5InKXivsgpHLKCnApV/vHJVTm1RVwqx9X1VfWPuMsnBbqg1WeR6NMvQpVGvJcvEZhsbM2yHZmC9v6//GFI8HfRBGFRvsBst2tyhSu8+2fysIwjcptGxGT5kWIUqnCYIy5D4AfA/A/AewH8EoAJ0TkrSLywCr7IoRUi09AdzMcxcY0+JQLX/tZCsq4BRV3zFlKC5WIfHwWJ1/8gKtYZK2Yj3LdQ+3aikNeIcYiCwT2+c8e2K7EepJ1/qPWbClLExI1EELSkyytqojMAngigEMAfgg9b7gbALwewJuNMV9N0vEUwLSq003q6tJAdjrUmPoNWW2S6SL2e9/ZmMfxhSO70hSH8FVej+HYyS6WuqtDcQxuX1XdX3ruVaYDdc81q8ryOOaKaary3OS0qvO/miat6vZrmFaV9EiWJckYs2OM+e+W1eHNAO4G4FUAbhSRN4rI/52qf0LyaMMqcR2ZT9xV9qwia7ZS4WvDV8/B10/WtnHThDFMErZ1IQsVqG2f/qXuKpa6q7l9+NxxQv2t7FvA2aN7d23zCeF5xFQ+t+MkCCGkrYwrreq/A/gqgG8BEAAXoGd9uE5EjorIncc0DkIGqLBbRDiYFmGyTA2Jose7VosiMQPjDIYmxfHFIMSssKtyMHPwFFb2LWQekxUsrNYKDWy206pqJeK8TEYx37/vd66Kirvy7vblc9mLwVVsVFmyr8e4Vv3VgjEN1oWmwxgGkppkCoOIzIjI40TkagCfAPAsAKcAPAfAHICHAjgG4GcBvC7VOAjJQjOOxO47bpca39jG8XDOU470c19gq/1ZyALhote2CS5LdcVQTBJ5aWYBv4A8e2B7l7tQltIwc/AUgHNxCSqsuxaEUAah0L1fJhBZOXt0r1cRyZpnTh9aLp3lSAO2gXO/2XEJ8EzlSsj0ULnCICLzIvIKADcCeCuABwA4CuBhxph7GWP+0BjzNWPMNcaYAwD+N4CfqnochMTSVMFQhQh7dXQcxAjuWZmFQvUGYi0IRa0TZPwUsb64q95KyEVt9sD2LnciFYCXuqtY2bcwEFTViqCoojC3vuld+V7ZtzDk4pQVAG2Pq4gl0tf3Und11/n6+s67rnpddEx6LfRvX0G31BRNC0sSwToMJDFVF257H4BPAXgegG8D+C0AlxljHm2MeX/gsC0AF1c5DkJSM44H5Fbn8NAKXqpVwxihvoyAGNrWRmGfAtEwRb5Dd9U7FFugwcE7G/O7LATu8b7V+GMnu4OYAd9xuk/ReAJVoEN1ImKEfN/52Oj55F1XtbbMHDw1dK66sJCqCn0IWuMImR6qtjA8FMA16NVi+F5jTMcYczLnmHcBeErF4yBkIhiHm06o4FpeIbasfUPjbmscCAWi6siLZQjVQVDhOEvgt1fXTx9axs7GfO5K+6gr8XmuRGeP7h3ETADwWiuKCPe20rOyb2HQv92H9jNO2nhfTxS0MJDEVK0w3NsY8+PGmL80xnwn5gBjzD8ZY95U8TgIqYTQQ3AcOc/HvVroUtaq4ItvAIqtRlL4mE5mD2xjsbMWvJ+KWAe2Ooej9491q/Hdhyv7FgaKiWs9UWuIukFpwDVwzv+/zG/dtnbYhejsz1JVfvaNBaBSTcikU3Xhtk9V2R4hdRP7EGx6lpBYoaRoqtMsy0NskbfYdsl0oO4/tvA9jmw8odibGFQxca0noe3AOYvAqL/1UNXnmHS0VVBH6meyG2ZJIqkZV1pVMoVM4ypx3Q/PWItIHkVcoXyKgS87Umyb0/i7IbvR6siqLKSuKKwuTMC5+gmxhGo4xCg4RRMa2JYEFw2ABnZnikpF0xdLCCHVQIWBJGMaVold4XbUh2eWj3+MYJGVvajoOPR9lO/RVhJC5+YLuh4XVE6aRUgpOHayO1Ag7CxJVbLVOYyzR/cO3IuK9uG6BLnb9W9tt0pB21Z05tY3sdU5vCumgUwwqeIXGMdALMQY/hrahoic2IML918hD697KATn3CVit+d9Nm5spcAnQJdRGLQd19KQp9Do/tOgbBI/PguV/h5UkNfaAykFYvv+dH+TOxvzu9yMdGx2ZWs7hiJUwM3X3yjo3DKu4m1uv5PMteY9OINbbjTGXFr3WBQROXH+HWb33/OXrkzS/g3/46W49es7jTpnUg+ttDCIyF1E5Gki8k4R2RaRW0RkR0T+TkSeKiLe8xKR+4vIhoh8RUS+KSLXi8izROS8jL6eJCIfEZGv9/u4RkQekbH/hSLyUhH5lIh8S0RuEpF3iMi9qzh30jxCD8ksZaHOgkehVXUViqosohYr/Gt/vjoOtAJMF74YGDuz0Nz6Jpa6q8kF1JBgr1mKbIufaxlRiwiwu7aD/X+qeWDcFZh3NuaT9JXaDY0QEk8rFQb00rb+MYD7AbgOwB8C+EsAPwzgTwC8Q0TEPkBEHgngQwAeCOCd6FWXvgDAqwG8zdeJiFwF4I0ALun39xYA9wHwLhF5pmf/PQDeC+AlAG4G8BoA7wPwKAAfFZH7jXDOZALQB3mdK+ihvrOsDHnkxU7kBZTaFoasbW2BSk41zK1vYubgqaGMP6cPLReupVDFOELYioVtGYlRaFJkMpqk6svjisOYBBj0TFLTVoXhBgA/C+BSY8x/Mca8wBjzFAD3AvBFAI8G8HO6s4hcjJ7A/x0ADzbGPNUY82sAFgBsAlgVkcfZHYjI/QE8F8BnANzXGPNsY8wzACwC+AqAq0TkMmdcz0GvsvURAPczxjzfGPN4AKsAbg/gT0PWD9J+Ytwj8gQIO4/8OCs7K2XdgdxjfBaKIu02xS2pbOyHL+ibxLOzMT9U+dm+b+yChuO4R3Qsob4WO2tD7kmx2ZbUAlBFNqM6CiPafebV1ijbfhPmAEJIj1YKr8aYDxhj3mWMuc3Z/mUAr+//+2Dro1UAewG8zRjzUWv/bwF4Uf9fd1nm6f33lxtjvmod83n0rBN7APyCbu9bNPSYX7fHZoz5KwDXAvhBAA+KPlHSKqr0Qfb9nYqiaVNDbbj1F2IzNvkEg6ZUkC2b1WlnY76yAPRpZPbANmYOnhq6VuNKE2qjrkW2kuK6F7mVrG1CFgS7ZkMV1hL7t1bHQkMb2584GPBMEtNKhSGHs/33W61tD+2//41n/w8B+CaA+/ddimKO+WtnHwD4fgB3A3CDMeZzkccEEZEToReAu8a0QeqjqFCoFoXFztqgENM4qDJrkR37kKc0hNpvozDtq3idYsV12pg9sD10bW33FA16rtJP31ZI7HZPH1re5UaYlanJFtjdfWzLocZBaHtl0TbttlIHhI/jPm3jXEDIJDNRCoOInA/gif1/bUH/B/rvN7jHGGNuBfA5AOcD+L5+OxcB2A/g68aYL3m6+nT//Z4xfWQcQyaUMivTKpTosVW7KvjIcx2Kda1xU6fmWQjc+IQ2xiuUFWjadI5NIq8Q4KiKg1aZBs5Vfl7Zt4CZg6cG+9hBuL7v8fSh5YHCv9Rd3fX7rjolbNGaD1WQ5SpUhZDfxrmgCTCGgaRmohQGAL+HXuDzhjHmmLV9tv++EzhOt9+p5P5ljwlijLk09ALw5Zg2yPgo86B0hQl3RbCKVerYB3vWQ7rIgzvGwjApvsmTcA5tw1aitc5AVSvpx052h1yI9HdsWzby3Ie0BsLpQ8vBuAZVQNSaOCpL3VWs7FsY24p8ikBtG95XhDSTiVEYRORX0AtS/hcATyh6eP+9qD5dZP+yfUwFbTQ/u9lRQp/nCTVz65tB14qqVg19VZfdQMlYN6KifWWlRm3j907Gj/r8ZynRKVxwXAtc1v1oB0arMpN1T2lxtVFY2bcwKGin1alTxzDYyol7XlUoEyw2VxLGMJDETITCICLPQC+F6ScAPMQY8xVnF13dn4Wfi5398vb3WROK9kEsJnlVaZwxCT5CK/p56VXL9JPVhuuuRGWBxLKyb2Gw0q8r6uMi9ndqBz+7CwD2/XB84UiSatUUtAkhKWm9wiAizwLwWgD/hJ6y4HPX+VT/fVf8QD/u4e7oBUl/FgCMMd8AcCOAO4jIJZ727tF/t+MVgn1kHENajB0UaT+s3RX1upShGF9ge6yjjjNUQyErJqIp2ZBI89EV9HFTZNXcp8j4Yi3UIhA6JoTdlhu/oC5OdjanVEq5fd9WHUcx6dWik0ELA0lMqxUGEXk+eoXXuugpCzcFdv1A//2nPJ89EL0aCR82xpyJPOannX2AXr2GLwC4p4jcPfIYMgH4goZT+/nGULTuQRF8LglZxdeythMSi7rgAD3LXcpUq1W59/juQxWKiwrHWfe0zjtuHEbb4NxASDMRY9qpQorIiwG8DMAWgJ/0uCHZ+16MnkB/MYAHaC0GEfku9AT4ZQA/b4x5m3XM/QH8ff+4y7UWQ79Y2xaAiwDcq1+XQY95AYDfQa9w22O1FkO/yvRR9Fym7uPWjyhx7if24ML9V8jDR2mGTAnqBhRyTfLFN8S2G9o/r7YDM6GQKhi3xaGIgO9Wes6LwSjTpg/eW+m41rwHZ3DLjf3kI41ARE6cf4fZ/ff+b1cmaf+Tf/xS3Pr1nUadM6mHVloYRORJ6CkL30GvINqviEjHeT1Z9zfG3AzgvwE4D8A1IvInIvIK9CwTy+gJ+G+3+zDGfBjAq9Crr3C9iLxaRF4H4KMA7gzgebay0OdVAD6MXqG460Tk90Tkf/Xb/yaAp4yqLBBSlCy3H1UifOlVY9otEgfB2AUyTahg7xZos5MhlEFdIEPHq5UhxX1mp5UFqlXYUrZNCBmdVioM6MUcAD0F4FkArvS8nmwfYIw5il6V5Q8BeDSAX0avyNtzADzOeEwtxpjn9tv5MoBD6NV4+GcAP2OMea1n/zMAfgI9ZeZOAJ4N4GHoWRcuN8ZcV/6UCUlDbIVm9xjfvlnxCbGWDCoUJI9xZAOqirNH93otA2V99dXlKCZeoko0VawK9jHWjir6JJEwhoEkppUKgzGmY4yRnNeDPcf9vTHmgDHmu40xFxpj7mOMebUx5jsZfb3JGHO5MeYiY8wdjTEPMsa8O2P/W4wxVxpj7mGM2WOM2WuMeYwx5hMVnT4hleELSh7FlSHPx9ruI68WRCphgUJI+6mywnMIO4uR61pURFlxixpqW0XasAu/hdBAar02Vbsk2VXMq0rBbONz12pCLBghpEcrFQZCSDy+wOQin/uwhf8sK4Nvu5tFKhQsncoHm77dk0Fqxc8WVm1BP694mw+t+jxpArDWm6gCu24FUH1V7ElGkK7Ss+T2TqaF1gY9TzMMeiaxuIK3LZz7BK6qhfYYq0GKPqkUTA+pXZOWuqsDJUFTlcb8vkL76XjLWkjG4QrUBEa9TiloatDzzEWz++/91ERBz294Kc5+g0HPhBYGQiYaX8pX929f0HPW6m2eRcGNibC3+fqtGioLk4lPMUilLNjpWm2LwrGTXcwcPBXVhns/adzFpK2ap7T0TNq1IqTNUGEgZErwBTa7wrUr6Ps+y1JC3P99MRJZUNgnIXwrzSv7FpLUYji+cGSXsKouMmVSo9q/66JuSW72IN91GFcAuK+fVPfsyr6FiXPhSgqDnkliqDAQMuH4Kk9nFVezP89SILIIWQ+KZmMiJI9RaxvY2ML4VucwFjtrQwHWowiwqoDYikjMPXD26N7gZ2q50OrRRdoti1vZPm+/omNpS/YrQqYNKgyETAFZtRZC8QyhdooIAHkxC4Q0CVtY1UxDWQpurHB77GR3oGwUrcScpaToZ25cQ8p7LLZtHVvRsSx21riYUIJUQc+EKFQYCJlwYh7YselQ7feYh7ovToKVaEnVVBkYq1YFVxmYW98ccn+KDT527xNtIzY7mS8Na111KHQsMbEF9j5FxjuJ2aQImQSoMBAyhZQp1hZqpwxUFkgTcesXaPyA/s5HjV8AevERKnhru7GB1CF8Cg6ZMhjDQBJDhYGQKcFXhTkLXyxDqI5DbHVouhpMFk36PquwMqjQre/HF45gq3PYe7/E9qeWCDsWQous2cXQ8sjqz64TMQ503D4lRX8TPnepPKVG4x7UOjHKObm/TSpU9SMiqyLy30XkWhG5WUSMiLyl7nGROKgwkKkn66E3CWRlN3LdjHzHup/b24pYCmhVmDwm7Ttd7KwNBFZbWB1F2NQ2XbecMgHBvrGoVSSlQOyO2+7bRRUFV0FSss7Z/j25yltR3N9mk+o5pKAlMQwvAvBMAAsAbqy8dZKU8+seACF1s9hZwxx6vvUzB0/h7NG92Oocxsp6ex8w7kPZlz7V/cy3LS8latEiaUUFzJj2WaiNVMVW53BPAEfv92QLvLpSPurvTd2H7H7y2NmYz7RC9CwMpYeUhNCYo2OqOgkGRerm2QBOANgG8CAAV9c7HFIEWhjIEJO0sh6D/fCfW9/E7IFtzK1vtnY1yl39d92KbLIUBV98g69AW2pBfdSAbTI9VLXC7lv5t1fLi/7e3P3LjDPPZamue8C2nOh10+ukY7bdsWLn1Z2N+dbOwbXRghgGY8zVxphPG2MYHdFCqDCQIaZN+AqtmreVrGrNmqEor3ib24Ye59s+btr83ZB2YdcRCLnkFKUqN6c68RXKy6pTUSaj0+yB7egsUmQs3FVEToRedQ+OjAcqDGSAPSnXlbavCUyK0pQVdxAq3hYKjM6r7pwKe1x0PWoPbRfwtjqHdwm/x052o1a+fefu8+UfZQV9qbuKpe5q8lV4PRe7H7Uc6LmomxYwHK9hH1tknOqyVbTmy7TTkhgG0mKoMJABtjBmryJx0p4M3BW7mODDugX0vBgK0kzq+K6qEp7dGgN2EK/tGqQpV118524rCoudtag6Br427PSuVVa4DhHzPWrsl7t/md+Ae02bMg8RfNkYc2noVffgyHigwkC8zB7YHjzUOFm3H9eiELI+VI3rAsW6DSQFVVlEV/YteLP8ALsXTlyBvUi19JjCZHo+drsalD1O8rI5bXUO4/jCkcG+bo2JIpw9unfXNtaYiKQFMQyk3VBhIANclyRXqKSlYbLwuSdVKZirC5Fb7ZmMn0m/d6sSojWlqi6W2DUBtjqHg8KzO18Cfje/xc5a0DLh4gZZ+2IHxkVW3QUfbgG8ov24SocqDbHXjhBSPVQYyAB7gvc9gCnskSLw99IcJv27qHIF2i44tthZ25U1bW59c5fgGlJYjp3sDlkT5tY3hyo9xzJtgrKer/u7HYcbVmuhhYEkhgoDGaBWBF+RoUkXOAgh7aVMTEAWKuRvdQ5HZUkqorAsdVcz9/dZMI4vHCmlaIxK1nlXfc1tQooBXZPCMOiZpIYKAxlCg9fcB9OkuzRMA/wOSZ2kFPZiYgJGaVuFY50XXV97n7tQKMVo2ZoK4/blt7Mg+Uh5ze0FK85bhDQDKgwTjm0x8H1mo4XL9AHhmuFJu+F3SMaFb1U+xep4agE6VF8gz1XGHZcbQG2vzuedg35+7GR3rHEM9pizxrjYWUvy3brXPmYsU0sqd6SK3ZJE5KCIvFFE3gjgN/qbl3WbiFxVXW+kaqgwTDhz65vBCT1UAVjhyg4h00HV97obJFulQGkvgPgWN6pEFR1X4HcrHIdwj/NVi3YtB6F4BTet67hwz0//t7PopRDifTUgtF8qDa1lAcCT+q+V/rbvs7bVF9lPcqHCMOGMIgioexKZLqgokipQYbmKlKc7G/O72qj6d6rZkWwFIaSI2IswMcpK3lh9hdHawLgKx5F8xJgkryoxxnSMMZLxuqzSDkmlUGGYUOzKuK75fGdjPljRVz87fWgZZ4/unbrsHIRMI1W6q7kKQhWuJOoqqW0sdVeH3ISqECy3Oodzra7AcMrQkMDsKhvjcgfMm6/LpCZ1LSTqFpXSiqTtu9We7ToZod8TlQxC0kCFYULJekCdPbp310TsO94tyEOmA8Y6kCoYNZuQiz1fuRmDUtQPKUteobOibRXBV/jMbmexs4bjC0cKt2vHXOgzQVnZt4DFzlqlgnpegHdIObGrTk8dDY9fIO2HCsMEYhdZ8026mirQ91DUB4767rrBeVQcCCFZ2IG5OmeMuvp8+tDyrirHZeeirLFo3YRR5jp7FTyWMspVEUuBHTtR9LvQZ4XGDthF7ZSUiwxu21muYJq4g1YGQqqHCsMEYk+wbq7sohOpG5w37jzghJB24fPB1ww/ZVOD2q5Cvjkob16z58FxCZOqdOT1d/rQcuGaBsdOdoPWhBhS1lCoirxnTZ6FfNpgHQaSGjEVB7WQ9IjIiT24cP8V8nDv57oiNIpvqduGDZUGQiYLdeWIDbi1V/x9FoQYpaDoPDJu6+ZiZ23IqlF2Pi1znH2uWm26LvT7jRlTlfEMqhCUPfdRXct8XGvegzO45UZjzKWVNjwCInJi5vaz+3/ksS9J0v7H3/4ynP3mTqPOmdQDFYYWkqUw6CQ7c/DUkK9p2QlcBQMXKg2EEMAv2KVQGGLbrQIVkJe6q4N4iVTBvT58dRzqRF2RiqRQ1TGHBPedjfnCGaFSKAFFaLTC8P8mUhjeQYWB9KBL0oRim6vLWhgIISSECo6+TGx2Np2s491YgSxhtI4qx74A33H1reS5D8Vel1Hn9LKCeui4oi5VrrKQd952LB8hZHSoMEwQ9uRoWwVG8RmeOXhqkJ/chgHQhEwnsUKYK2xnYc8n+m4H9dY919hjcou2hcbmO4+8PnzKQkjgDhU2CxEr8LuCtloXtHp3VipZV0nMSuM6qqUgLx7Gp8hOMoxhIKmhwjBhpEgpt9U5TLckQgiAfEGvqtotswe2a1cU7AJtwLl0rrqAEqoxYQcyF1lJd+fUrGudKn2oT9DWGhW+qtX69+lDy16LTNngbPea+mpk8BlEyPigwjBhnD26t3BKv7z2NLuJnc6uKjcnmowJaR92ek0XFRp13lCKzBtZbkrjFBI1xaqiqUVDaUY1K5IusuxszOfWvCmbejZFReisJBd2qm5VEGzctLeqOJZd5beVMfvltsfnSh/WYSCJocIwQYQm5lECnjV4usxDTU3bWdkupslkTMgkofVcXNRVxBZo7XnDXp3Pmk9ClopxWR10nGpl0KxJS91V7GzMDxZm3AUauwq0XgN3ntNzcF1/dI7Vl3uuVRaF8xFSAm3h3bePT4kYVaFRdyb3d+Jek5mDp3a5c03jc4UuSSQ1VBgmiNCDpOwDdtRJV03b2k7d7gWEkNE5fWgZS91VLHVXoxYpQkpBXtahUAyE6w4U6tcmLwDbh60QaEE3oCcIZwnDMQsreg6homRZ1CUMu4qR+78dlFxFnQdb4QqhmZbcIqOEkOqhwjAFlLEw7GzMe31SAQyC3/K2xY6jaHAgIaQ+5tY3cXzhSGZQc2xRLb33iwj0KqjGVkfW1KhFcQVQ10WmKGod8FWTDllb1Mqgx6YWin1xAjp2Ra+/PRZbeVzZt1A4xa4P3zPFjSlRhSKUbnWqXJPokkQSQ4WBNIZRKpcSQppDkVXwYye7g2DiFBRVFlQQdn3yi9YfsLFT0Pr68qEZmWx3qCrj07KI6cfe5+zRvUHhvAolRxeTfG5wGifiowprDC3jhPSgwjBBlE2b5yMkvLvBiPq/Pjx8K1M+P1zbF1d9X8f1MCSEjIZaBMqu4PpclqoQzIooHSELQl5Kajf5g50UIqvitetKpSvxIQXj7NG9AwtDaL9YilpvfYpSyAqkqV/d6xZSkmKx21O3I3e7GyuTwkrdikxMieIXhFYGYkGFYUoZZeWFKVYJmW5UgLPnkTJCaZE4hBiKKB06j2XVFcjqQ4XiLAuG3YbrSpXnUmXHA5QVhLW9JqSoTYH7HdFKTUg6qDBMIPbKWeih53sAuanrYlf89RhdadLsFqEHlAoKdsrCVDnFgSnzYyWkJsrECSjuPFXVAoSv6KSLxgb4LKF55GV6yotRcPdd2bcwyAykzK1vDlbRfePMGx9wLlAdyFbsdK603+16Em56bWA49axtNXbTsRadh7MCmUNtTXUcgzFpXoT0EcMfROsQkRN7cOH+K+Thuz7TrBE7G/NRD/CQj26WH25MW6H9fe3qWGmlIGSyCWUQCs0Vo66KV9GGr80Y3EWUvHbULdMes/t3Vl++9rQGhG1N0X3t8bnt6HMkrw/dHjqnMvUlQtjnYY/bHWsoALoKrjXvwRnccqMx5tIkHZRARE7MXDi7/0cf9eIk7X/snb+Fs7fsNOqcST3QwjCBhLIbuZQJ6Kua2LESQtpPqLYAUE1wrEusK09slqaiwq9PcNVMP75Kxm5sh71PTOyZjV04zu0fgDctbsx3UHbFfpSVfjfGzR530XoPk2hxEKSLYZC6T440BioME8bsge1BFdI8stIDhtITAuGHiluRM7Qa5fYbKlJECJlMfPf/Vufw0NxSdj6w2/AtRvjmJXc/X0B0EWXBnv+OnewOBUbbq+R5cQx2MLVd08Z3TnYaUu3fd/5q8Ti+cGSX8Kztq5XaHZNP2bNdlHQMtmuS27avnTxUmbKfFSFlMM+6MI1F3QipAioME4ZO1LHxB0VW9fThExNv4Fb9JIQQN8uazRuoUAAAIABJREFULfS57jFlUcXDV13aHYOPkGIwynzmWwUfNfOROx6tQl2E0PV2sw/5jlGXJluZCFW/HgVXMdC4Cg1wduMnphbWYSCJocLQYnwTpPqsaiXWPOyAtTzKmOPz/G51tcsVJMbF1D9kCKkRO6uNPXeNijuvhQRYX7C1LfgC5ywBscqMa10tapmw/7bnRp81wHZTsisja586dntl/vSh5SHrh2+l3nVX9bmv2lmy3EDoGAUtdu61i7Ppd2N/F9qnXo8sirp1EULOQYWhpdx20QWDlX5X4J5b38TZo3tHjg0ITfQx7fpcj2L7GGfwsx2QyAcJIaNhZ8Tx3U+2W4laFOz9dO7yZTfK+1+3heoruO/AuVVyuz23zkKMJSAvYYTtLpRVd8J1fXL3dWMastyUgGFrgAr+7jUPpSK1FRH7OvmwMztpH1mxKe4+IezfkVth2leVOsYdKUaxaCNyW5oXIQoVhhZjT/TuQ6qKNKVFBfdRgxbrypJkr1ARQspjZ+XJc0vR+82+71xBzp5T3PZ89+tW5/Bg7vMJ3vb7Und1UEHZFWCLzkV5+8+tb2Kpu4rTh5YHK/pZ82VMzEQV81WWG5jreuRaE+yxap2HnY35wXfoCvY+Ys4xq16GbR2JCXDXsXGuJ6Q4TKvaQkTkxMxFs/u/tb17ZUhjB6qummyvdGWtkI3SdhOwUxHyoUJINdipPBVXoPSl8nSx98ma52wBN9T3zMFT0UXX3HPJ+jyEb+6MSZtqf15kXioyP5eJH9Hrn6cYxI7Z/m6znjNlnhc6hp2NeZw9urf03N7UtKoXXDi7f/ERadKqbr37t/BtplUloIVhorAL6aRodxrwrXoSQsqhq76a299GrRAqEB5fODLwsQ+5jJw9unfgXqOWAW3fzShku0T6UpiOWvsl1u3SPQaIT+MKhDMN2dTpYjO3vplp0Y4dsypvdowFgKEAdtcqE3vt9Zl4fOEI53ZCSkKFYYIo+vAq0m7V/ehDwH4wVPHQm0TfVELaim0xCPnKAz3FQuMPVJGw4yF8SoKbocd++eYBu/4AsNtlyX5pm7HEzDt2f7ayou5RIWLG4aYsLZO21O0ztg03o5Idr+HbN9RnyDXUdoUKHaP9urjuX5O8+JWqDgMhChUG0hiqWPnh6hEhzSQreFhXfrWGjG0l8PnO5wUj+wRLVTZcN6S8TG6uZcQO2g7152vH5xqlxCSSyBLEtY9x4ostcN2UXGIE9rIZ89zv4PSh5YEiM6mBzkMYk+ZFSB8qDC3GXZVKuXpStfWiarcpQkizKDtfaIXiUBYhtSDYvv2uEK9uLbrNdnOJmSdtS4O6SrnjKTKH2W412rYqIrF1IWL7c/uxt8USCrpWodtO1WoL4qqU6XfoI0twd92RYsdtB1srbjA9F5MIGQ0GPbcQETmx/5Lz9n/hY3cf2u6uXun/oVWtqsnrx12J4gROyOSSl5EmNFf4XIKqKurm9p9nXdB+ffvmpVLNwg3Yzjt+Z2N+YIVwr48qSba7ltuXHQBuE+q3zPxsP2tCwdx57brBzqMElucF0Zc5x8YGPX/X7P7LD7woSfv/sPHb+Pa3GPRMaGFoLTfdfIfcfUIBf02AFgZCJps8YSwUsKwsdtaw1F2NztmfAl+KVpcyll1f4bEs3BgBYDjLVBH3LJu81X73f3ub71i3XkPRVNujpua2x2EHUbtwwYqQ4tDC0EJCFgbFXd1J/aDNWnkLjS3vIWmvwNm50gkhpErKpO20ffXrEDzd+X2pu7prNT3LsqAUmVNdi5G271oFyl4Te4xL3VWcPbq3lBXG7j9LMShjwWi0heGnE1kY/poWBtKDFoYJZlIE7CqsERMf8EYIKYyvgrEKrq4Pvk+xqHOV2s26BAyPWefNUReM7ErL9vnOHDyVZF5d7KwNKT+xVofZA9uD+AkAg4B5PX/XQjIpz0dCxgUVhglk3HELvm2hSd6XBtH+X4MZq3JZ0sqqND8TMrm47pcx2YRUuHZXsXVOc92AfPUQ8jIXpcZd3bfHnBX8HApq9qHn6s7pswe2g9moytSosF2sbLerWMXHtbpoQLadrtVO1ztpMK0qSQ1dklpInksS0DPpxqTqK0sRs33KPgghBIDXNSerYrCLHeBsE3K5tBdlVLD1uQalIsvt1DfmWHfQ2D5jUDehon3GVP12x+W6IgHVp9luskvS//NTaVySPvI3dEkiPWhhmDB0lSalshDD6UPLmdU/86hKWZjU1SRCSA/7HrcrQRfN5+/Wewitwrv++jZ2teq6CaWlVYqOMdZaYLdb9Dmkx9rX0VcLwx2X6x6mxf/ctpuYAKQyWIeBJIYWhhZiWxjc1bNxuSJpX1nYqQCrbFdhpgtCiE1W7QZ3bnStsD5LRNFCY0WOqwpdjVcFxhaUfQHIvmDlWHQhKKUVpWxKVxs9L23LbnOU50ajLQwrL0zS/keOvZwWBgKgpRYGEbmLiDxNRN4pItsicouI7IjI34nIU0Xkds7+l4mIyXi9LaOvJ4nIR0Tk6/0+rhGRR2Tsf6GIvFREPiUi3xKRm0TkHSJy7yqvgTIpKyZl0ulRWWg2GmTYhNVWMtm4waw+n337HcDAVSZkRVAFo0x15XH+5lVZAPwJInwFzVS5KLrqvtU5jLNH9xYeY9E+imCf31J3FYudtYF1Qp8RrvVhEmEMA0lNKy0MIvJ0AIcBfAnA1QC+AOD/AvBzAGYB/CWAx5j+yYnIZQA+B+DjAI56mvwnY8yupXARuQrAcwGcAHAEwAUAHgfgzgB+2RjzWmf/PQDeD+ABAD4K4AMA/hOAxwD4NoCHGmOuK3/mg35O7L/kvP33/vKjMovk1G1piO2/7GocLQyEEKXoinlMobGs9kNFMscx9qw23IJuOkfalgh7zLpv3lxaxLpQVcxEHnZ6W18KVv28qjE02cJwv59MY2G47m9pYSA9WmlhAHADgJ8FcKkx5r8YY15gjHkKgHsB+CKAR6OnPLh0jTEdz8unLNwfPWXhMwDua4x5tjHmGQAWAXwFwFV9RcTmOegpC0cA3M8Y83xjzOMBrAK4PYA/da0fZTn9pQsyq4+mnqiVOgOTJ3WlaFKgZYGMk6JWypD7Zuh3m1cVehQ0o88oLHVXh/5XP35tNyTox163rc7hQWwBcO46ueeeFW9QNXPrm7uUHb0OoToUk2KV34VJ9CKkTystDFmIyG8CeDmA1xpjfrm/7TL0LAxvMsY8ObKdNwN4AoCnGGP+zPnsZQBeDOBlxpgr+9sEwOcB3A3A9xljPucc8yEAV6BnZbi65OlpWyf24ML93/zS/l2ZPWw/3Jh4BndlZlSKFHHLOo5MLrQMkSZhC+pF/fN9VoomzWUhq4nPOuLbz8aOfWhKMU33u9OYFN9zrYqxNtrC8LBEFob30sJAekyiwvBrAF4B4A+NMc/ub7sMPYXhvei5K90FwL8D2DTGXB9o5wSA/QD2GWO+5Hy2DODDAP7OGHNFf9s8gE8DuMEY8wOe9l4A4HcA/LYx5sUR53Ei4+O77r/kvPOy0qq62TBSrsa75l8llKbQPbZICj3XrO6OwaZqczTJx1UGqByQuomt5Fw0ZWhVhNxJqxiHbw7c2ZjH2aN7vfdlkXSkVStHZYOwbZcrVRjc519Vc1CTFYaln0ijMBx/HxUG0qOtLkleROR8AE/s//s3nl0eBuD16FkgXg/g4yJytYjczWnnIvSUha+7ykKfT/ff72ltUyXhhsDwfMckYZyZkoBz6erm1jcHE3WMT6ziKgtZYy+SdYmC6vgICRr8DkjdjCLUxrrXVOGSlBJ7Jd4tuGZ/Nre+Wcs96xbGiz1GF6hOH1rG2aN7dyld7vcyse5IhIyBibIwWEHKG8aYh1vbvwfAM9ELeP5sf/N9AXQAPATANoAFY8w3+vvvA3AjAK9WLSIz6AUxf9sYs6e/7fEA3grgrcaY/+o55mEA/hbA3xpjVkY8z6GgZyA7gM02JddFKLVhaF+boulZaVGoH1uBoJWBtIGQW2feMaMEOtuksDDY/RQptllXIooiYw25VbnHV3ktm2thuHj/0kMTWRg+8HJ8+1s3N+qcST1MjIVBRH4FPWXhX9CLPRhgjLnJGPMSY8zHjDFf678+BOAnAVwHYB7A00p0W0TbkhLHZBISvMe9yptaQK9CWWAA7nixVyqpLJC2MM7FhnEvbISClKtk1Ht9Zd9CqRTb7vzuplrN2nciSBXwzMBnYjERCoOIPAPAawB8AsBDjDFfiTnOGHMrgD/p//tA66Od/vts4NBZZ7+YYy72HFOa01+6IJjiL5T5I5RzfFRiHkB29qaYfX3VWmMIuRBQaC3HRD5cCfFQJiV1mflUXTjtPrR2QArceT9rzOpWWuS+LzK3xzC3vpnrCub2pVYRVThmDp4afJayyBwh08T5dQ9gVETkWQBeDeCfAPy4Meamgk3ozHKRbjDGfENEbgSwX0Qu8cQx3KP/bscrfKr/HopR8B1TmrlLvo1jH8suKGQ/GMYpMOc9RFO6SB1fOAKc3F21lW5K5aCiRaaRMvNFrOvL3PpmzxnWwnUDSjFfzRw8BazHuQ3F3vfDKVarmc971zF7H182wHPPk/77yeF9lUmd01hkjaSm1RYGEXk+espCFz3LQlFlAQCW+u+fdbZ/oP/+U55jftrZB+jVa/gCgHuKiC99ke+Y0rgWhuB+U7xCrKtUVBbKM82/H0LGQRkXnBjce1ddO9sgMJeZd0LXkXMYIdXQWoVBRF4M4PcAbKFnWTidse/9ROQCz/aHAnh2/9+3OB+/vv/+QhH5buuYywA8A8AZAIP6DP2q0nrMK+wCbSLySPRqMHwCwAcjTi+XuUu+HbVC73s4VCVA26Zu/Tt6ha3CcYQImaKZKSOeNggXhDQBdz6zYwZstx3bErGyb8FbXKwKfJmQyrh5xvZVleJjX5MQvmQfVTzrWv1sMCbNi5A+rVQYRORJAF4G4DsArgXwKyLScV5Ptg75fQA3ishfiMir+6/3A3g/gD0AXmyM+bDdR///VwH4fgDX9495HYCPArgzgOcZYz7vDO1V6NVnWAVwnYj8noj8L/QqP38TvSJwt1V5Lerk9KHlxq7ehCb+Vj8QGkhTv39CRmXUucL2o7eFaf07tmBaFfgqIVdBKutIFvack/UdLXbWCmdtojWakDBtjWFQl5/zADwrsM8HAbyx//f/BPAoAJej5xo0A+DfALwDvYrQ1/oaMMY8V0SuRy8l6yEAtwH4GIBXGmPe7dn/jIj8BIDfAPB49KwXN6OXzvVKY8wnip3m6IQeSGVqNezyBUXfUrCefpJ1YxKA4fSxvnOpOhiP7IYWCNJGigiSdr7/IkK+WjhX9i2cmyv3LWDr5GGgEy54WQW+uija3yzig4C1UGbW9dJ264iTC6VT1bpAtmVlVGXg2Mkubn/JSE0khTEMJDWttDAYYzrGGMl5Pdja/w3GmEcYYy4zxtzBGLPHGHM3Y8xjQ8qCdeybjDGXG2MuMsbc0RjzIJ+yYO1/izHmSmPMPfr97DXGPKYOZUGpMp93XSvKx052d2XO8D0MY+AqUnloUWgn/N6GiRFudSXe524z6hxiZ0WyA56rWtyYOXiqEgFelZ4mLQzYY7FrD6m7lf2cKOr+OhzEPQyfG2TaaaXCQOLIW2GPmQDt2IQY39KUFKnHEKLsg5kCF6kC+3c0zt9UkwS+tmDHQKnSUFURMNeiUJVrki7qnD26d1fb+lnRhR9fyu6djXnsbMwPreJXTUy7er1sC5Avdi32nOuwllQGazCQxFBhmGDsVbHYYLfFzlqhAOZRGaWPovUaXHeCvGPsB0zVLgNtRR+kVKDKYQsirRRKJhiNycqq5VK0ArG7XRUOXzs6X7vCbey9Zrshub8tOzA4duHHF6ytzB7YHiglqX7HrrtpntDvzu/2vrb7KiGkHFQYJhh3gox52I1bMGZ8QTvhw5dMGipoj1roKy8QOCT45t1TeYrDVudwpQHNPtwYgZSoNcQmpAjp36HaQ5O+4CMAxJg0r7pPjjQGMUyb1TpE5MT+S87b/4WP+co9hAkpDHUWNxunwuA7P1/AnG63gxJnDp7C7IFtFoLLwBcYWTRLCSGTiDvPuPOer8p0kVXxYye7A0VF3YTs4phF56um3Leh+dm33zjm5GvNe3AGt9xojLk0eWeRiMiJPXsu3n//K16QpP0PX/u7OHPm5kadM6kHWhgmGAq12bgP7ZBrk73qyGs6jLpxqIDhroI2QehoInTpmm6y5pGyfvTuivrOxvzYXEtT4brV+uC91Oe2RC9C+tDC0EJ8FoaVfQvY2ZgfCgwOpZyzqXslqakuSXkP2XGtaI0TXyrGUdqxoeJAph3fan+V82/ImqCpUduI+/xyr1eMBaLKubrRFoYHJLIw/D0tDKQHLQwt5aab7zD0/+lDy7seCrHmXLIb19qg/rSpKqWOk9CKnBssWXblTtvwBV8SMunkBefa80eRWhBZn50+tBy0JhRRFnR+a8KqvVtzB+hZTuy5GECuFUUX0yadVDEMhChUGNrKd+22FcY+pEhx3KC5OiqcVkWskFKVsE+lgUwSOxvzmfNpKAvRKO5BWffQtCnmdgpVIO7ZFpOSuwlKEiFNhgpDW/nW7YYyYsQ8NHyr49P0oCmDrmYVqUcxzcpZVW5NhNTBzsZ8ruB49uje0oJ/VmGwOgilpq77/rUDv+3gb19iipisVHahPABei0Pd5zwSqWowsBYDsaDC0FK+5+Kvlypk1uaV8Tqwq7DG0nb3ryJ539188SkLORGSGnXfyfoNjyJYLnVXsdhZm/g0n1Wg18m+Vu73EpPedWXfwq7rXUUR0MZhTJoXIX2oMLSUm759+1Im7iY9qNqyEu+uwvnG7VbVDgkckyRMh6xarV6pmzAm6fc2Ltw4Hvs1KrMHtqMLwKXGLWym1D02nUO3OocHhUQVd26JsS74iuXVfY6EtBEqDG3lW+e+OloNxo9bMMjFp5idPrTcKIXNRc30vloK9nsIKgrNg99JOexaBrrKPXPwVC1jGYfS17R5yQ5yzlpYyvtOpunZKCbNixCFCkNLud03vj34O29SJWnwZVLyFWBSZg6eGukBVkRwKCNk2NlU7OPtrEeETAta+Gypu4qVfQulUpO696Hrwhc7jhRKg2vpaELNBl20sBUYX6E75ezRvcG2mr5AQ0jbYB2GFiIiJ/bgwv1XyMMBxLn21P0g8BGTH3tSFKHY65+Xl93OqR6qrOxmEamCuut1EELK4QrOKoA38ZkADAc8zxw8lZsuPFR/IsWc1dg6DBdcvP/H7vfrSdr/u+tegTPfZh0GQgvD1EBf5vS4/rax+FbzfRw72R2sqO1szA+quer/x052k62oUVkgZPxUMW+7c0Jspqa6nhma/W9ufXMQnJw15lCmJFoXCKkWWhhaiG1hyKp8qTR5JanI2NxK1k0l1cq+pgeMeRA29TsnhKQlZFGw/w+tvttzcmjlPhU+FyJf37EFSfUcq7KmHDvZxe0vubGxFoYrLk9jYbj2H2hhID1oYWg5ecpC1va2MXtge7D6ZNegmCZiVvqpLBAyXmLqN4yLkEUBCMcDaL2ZOrEDmGPqK+RRtVWU8yqZds6vewBkdNy0cU32T7Up43M6e2AbK1jALHrviuv32kRLhP29hM7VjUHY6hwGOhj8n8diZw1zoPsQIePiXFxR8aDoFNjPgaXu6mAuVMsC0B2aV3rUb5m252ydB1fW/WOIGZsvnWpR2vIsBcCaCSQ5tDBMAO6E1pYJzl3RUkFZV7uy6h7Y7GzMD1aktjqHa1cWQmO2H+TuKqCes2YuCWUvcdvV7frOWANCxktWph6bOiwQ9lyo84vPOqvxV3U+O+y+dX5057siAnyWNaXMmAiZdqgwTBjHTnYbYxoPERqfPshCNQxCaBYN33Hjdl2yBXjfmO3Uq/Z35asorQHNWZRdAUvxG2n6746QqompNKw0QZk/fWjZu6DShLHZqDtSCoG9aedaGSbRi5A+DHpuIW5a1baiAmZeGtHjC0eGHhyhdKLutrp8chc7a95gu6JBhHnKgO2GFfsQZHpU0nZi5o1x0XSXlVAgcdPGHZqrY+a2Ks8lr60mp1W9YvHXkrR/7dYrGfRMANDCQGoiVnAtsxpWdwCfPqAXO2tBk3ie9aDIQ3Crc7hQEShC2oz+hmnRysdVFtqSLMJOrWoTSqtahKzfTZOUqKKIMUlehCi0MLSQSbAw2ClCR52kta1QmsA6cS0MWeeqwZNZwdGxKQUJIcOksK41baXeR9PHmDdHFwlwrmIsWYkpmmxheOCPPi9J+x/62FW0MBAAtDCQGplb3xw5dZ4+bOyJXVeQmrQCmTUWDZI+vnBk6OHpBkf7AgBj2idk2qErXjMJKQtFhP9Ui0Kt+r0Y9LIkJXnVfXKkKVBhILWhE72bVSg2OxIwnEFI0YnenfBTr7KF2s+rwOxTmnzXI6u/Jj7cqMSQOvC5+6W6P5q8cq80dYxZVgE7PiuPKrM75RWCI2SaocJAasUnSNsPAJ2ky64iuS5Bo1o0ipJlFVBiKjcrbhrVLOp+wDVRiSGTj2ZNayKnDy0PvaYdWzHQed9+xc4h43A9bfx8dluiFyF9qDCQRuAG49npRoG4lSb3WGVcSkLsQ6tIjQnfsTGrYHkuGGWElVCaWAo+pEnE/h7r+t02XvCsCdsyVHRubKoVZXykCXjuBT3TJ4n0YNBzC5mEoOeY1Ii+lIDA7lR7sf7JofbaiKZGVGWIQgiZNJoerJtF1thtRWWa7ls3YUOVCRz0eqf+zTQ26Hnmjvsf9CPPTdL+Bz/+Bzhz9j8adc6kHmhhILWR97CsUrifpKDHxc4aTh9azsxRHrIGFIXWAzJujp3sDqq3+1z66s58FoveO/bKuc5D054aturvsK2KZaWkCnompA8tDC1kEiwMsWjhNhf3AVG0mFNbhA4XOxWtK2zMrW8mVYwmSeki7aPpKYXtwoz2ivdSd7XRcRXjpsj3GGMx0PaqvM6hfhttYbjvc5K0/8HrX0ULAwFACwNpOLMHtoeC4EK4q3Z2jIAvzWqVmTXGhR0EGCoIF7Ot7D5UFsi4cP3ZgXPCpcY7FVmdtzOyuVS1yr+yb2EoXkrPgcrCMKHFnph9Xeygad/CUhlUWai7AGhhaGEgiaHCQMbOuMzwKljMHDyVu08biHXH8AUiF73m9v5ZdS2m1aWCpMUnZKsgp58VsSZmJT6oShF274XZA9tD/fJeScNSd7VS91W1DFVRJ4iQSYIuSS1kmlySRsGuJg2cc+dZ6q7i7NG93sDpLIF8qbta2SpWFWS5JbnExDrQgkCajM9NxF4Ntu9f3W9nY37XvT7O8QLnsrTZ8xDvtdGD2jWJRdXXM2tcjXZJ+qFnJ2n/g//8arokEQC0MJAJx7fydHzhSKkHTN3KQp4p3z0nddNyt5ephN3E6tmkenxFz5rMUnc1M41yXcqCi46BK9Y9bBexsnOKzu1bncOclwgZA7QwtJA6LAxt9mF306mqG1KMb3GTfFh9WWN8VgbFpyi09Tsk00teilJNAuD+34Tfu2vxSBGg21bcedn3HYe+e1+Aue+4nY35wte5rRaGB//gs5K0f80n/pAWBgKAFgYSSd0P3lFwx3584Uj0Q6RpMQ6+B6NLllUh9H8eXMEjdXD60LJXUVbm1jeH7om59c3BPdukOct1T/JZK6ftHlNlYam7GpxnY4KefVYbPW7alTJCqoQWhhZSh4WhzUWUFLd6tE1sNo46sH10i8Qn6P5urEbecUUK4TVJKCPTha9YVxPnKdeq0PT0sHVQ5Huz3eaOLxyp9BrmjaPRFoZ7/2qS9q/55GtoYSAAqDC0kiYHPbdNiPQpAqEgurqUBtvdAii3cpoX70BImwgJdqnnn1HbVxcZ26XGXcigEhFHCsWLCsNuqDAQhS5JhDhUmaIvD9ecnpf+saywkueiREibCAl1TVeEfS4yMwdPZaZ+JiQXg3R1GLimTPrQwtBCmmxhSEmVq4fq+2q3ZwfIucGK9hiAc+lLUykXWUGeKYSiou22zZJESNNpojtVk4mtAh17Te3UvK0Lej7/jvsffO9fSdL+NZ/8/3DmVloYCC0MpAWM4opThOMLR3JX3ufWNwerganGM44iU6O2S2WBkNFhPEM5Yi2kRa5pnrLQeFjpmSSGCgNpPD7hdFSXGjcuQLdtdQ7vilVwaxDYbgUr+xaGXqOysm8hWeVZuiER0ix8GaBi79Npvp/tVLpVYn8f03x9CfFBhYG0kiqE6rn1zSiXIu0rxs+4SWlYfYXcCJk02i7Y2RbFnY35qPv02Mku7+eCFE1a0brre1uiFyF9qDCQkajrYZ3Vr20RyBtfXuXVYye7gwdNXk7vUa5FVRYKQqaNooJd0xQMe/yxdQPyqr5POllzZVmLje/YNiHGJHkRojDouYUw6NmPXRxJLQd2YPPOxjzOHt2LufXNoQBnu1374RKyPujDyhckXYSiCoIvNapv7K1bGSNkCnHns1b7z1dMHdei7UHPD7nHM5O0f/WnX8ugZwKAFgYygdiuQ7EuR66wHeN+pNVay65KjWoitxUI9+9pW3EkpG3Y886o2MXM8uDc4Gec6bSTwKBnkhhaGFrItFoYgGErgq4GxeI7JrSSpKtModSpdmVZoBe7oApELG7AozsWX+rXmCxOuh8tDYTsxrYMjpM2FE+sy8oR852kzii1szGfWzm60RaG+Wckaf/q7dfRwkAA0MJAWkrK1SD7wRTqx374L3bWcPbo3pH68cVSFE0JaAsgdQgjRVY5CamLOpQF3hvNp+iCT7MwwG2JXqzcRvrQwtBCqrQw2CvRrgDb1BWwWOxVf9ci4MMX7zBz8FTmg0TjJZa6q0PxDClWwLKsCz53pXF+f3Wt2hLSFty5h/EKYXzzV6iYZtW0M4bhDvsf8n2JLAyffR3O3Pr1Rp0zqQdaGMjhjPi2AAAgAElEQVQAOyVok5SF04eWhx4WsQ8Me9U/5mGz1Tk8VGthbn0TZ4/uxcq+hWA2JbVA2EXfUikLoe/EdkOqOvA5zwXKV5uCEDKsINDCUIwsd9OUmYxOH1puryLHGAaSGCoMBEBvotSV9LxUo3VQ1ZiKBvwVEbxTuklljaPIOcXsa++TFfx9+tAyZg6ews7GPAMpCQkQEnB5z4TJEtyrfD65ilxMsgtCphW6JLWQVEHPbkCx+5kdNFyHy5IdYAwgN6Wp7YakAcz2mDXIzUfoGvj6GIf7T1nhIlQlu6rxjstNgJA2onNP6D6ZFFe+FHOg6xqUIui56PVvrEvSeXfY/5C7p1nou/pzh3HmO3RJIrQwTD26wnL60PJAEPetstgCdJ3KAtBzNVJBP0aQ1hUpd8xZsQlFzm8c18IOai7Sny/1qq/mhF5fLVR37GTXe23tQnZcISXEj60gZLnQTIKyAKSZA8dh6Z6U60/IOKCFoYWksDDYwp9v8k+d0i4WXclyrQP2g7mIQlN2ha+OtKWa4rXsg9QtEuVD297qHB5c09D3baecpYWBkDB591EdMWNNKxTnjidUGDPlmPOuSaMtDJc9PUn7V3/+9bQwEAC0MEw9MZWNm4C7ml1nCry6HvBz65tDyoJdZM6XUjVkkdCHovtgdP+3/Yg18NxnVWiS0EFIU7CtcSEmoV5KqkKR45jj3XHnWYQImWZoYWghqWIYslbbm5By1TcGnfBdZccWYrMeynU/sN1zylPaij7QtE29XpouVq9dVjaSrMJyal2gskDI+KjaKtCm+3gc8VJ58XmNtjDc7ReTtH/1F/6IFgYCgApDK0lZ6TmrGmkT3JJCY2hbjvNQBekQZSpJ27hVq+2HYqy/tY6h6deWEDJZpFYWYhUxKgxkmqFLEhngMyurubnNZtomBufailhMTEIV5vm59c3BQ3Grc3jXd5p3nY4vHBmq1UEmH9YPIG2nTNrnVj7vzG1pXoT0ocJABtg+8fo+t745tBJepHBaalSR8a0Oqb/9sZPdxvoI2wHGRYi9/vpd5cUqKD63LndfZhWZLvh9N4NWCrAVU/a5o0U4lZg4rKY84whpEq1VGETk90Xk/SLyRRG5RUS+IiL/KCJXishdAsfcX0Q2+vt+U0SuF5Fnich5Gf08SUQ+IiJfF5EdEblGRB6Rsf+FIvJSEfmUiHxLRG4SkXeIyL2rOO/U2IGyWr14sbM2EG6btFqfl/Wn6b65ZYPM84oaxSp1WS5I9vH6d5OvJSGExNDUBaSRYaVnkpjWKgwAng3gIgDvBfAaAG8FcCuADoDrReQ/2TuLyCMBfAjAAwG8E8DrAFwA4NUA3ubrQESuAvBGAJcA+GMAbwFwHwDvEpFnevbf0x/PSwDc3B/X+wA8CsBHReR+I5zv2Dh7dO9AUZhb3xxYHJa6q4Mg2bpWvFQYXuysZY6hbkuIL6uQbRGJvX62AmCfU5ZPr92+rx9b4XDbtf9WdxS14NA9hZDxMumFEWPmQc47kdxm0rwI6dPaoGcR+S5jzLc8218O4DcBHDbG/FJ/28UAtgHMAniAMeaj2gaADwBYBvDzxpi3We3cH8DfA/gMgMuNMV/tb78MwBZ6ysq9jDGft455AYDfAXAEwGON6TkA9pWVowA+AeA+un2Ec08W9KzUnT0oFveBU1cGJx+hDCRVKFtuMbpQFWofWYHjvrFOqrBCSBMZxz3XlgrTdShMWc++Rgc973tqkvavPvkGBj0TAC22MPiUhT7v6L/fw9q2CmAvgLepsmC18aL+v27kqVZBebkqC/1jPo+edWIPgF/Q7SIi1jG/bisFxpi/AnAtgB8E8KC8c2sCTRG689AHibpNNX3cVbl0bXUOD7k06fkvdtaw1P0/7d15vB1lnefxzxfZQQISIASkgyjgSiRMS0AQsCWI2qAiLqMCtgairc04OCq2clF72nZB24UlTQvaCmaMTZhGMGoQiBBUghkXlEUICGELSJAQw5Lf/PFUJZVzq85y7zn3bN/361WvIrU+9VD3VP3q2Y5ryyipxcDCX/nMOmciS2xXzp7ZF8ECtGe051Z/c3t5PKJqHaqOFJGObUYfBwx1vC6b/6qw7Ihs/oOS7a8BHgcOyqoUNbPPFTXbAOwF7AHcEhF3NLmPtcGsqdOZPHdJzwULxa//+UOr2FNRq+rtl1//5LlL1jfyK1aBgvTSX/xiV+zxqFFbhn55wTCbaK0G07UvsMXqg/XaJ7VLWQ9pvWqzYx8cd36UPRfqBREuUTUr1/cBg6TTJI1I+qKkxcCnSMHCZwqb7ZPNb6ndPyKeAu4ANgWekx1zG2A34LGIuLfktLdm872bOUedfSpJurtqAqY0cwzrruJDKW8HMhZ5O4b8ZSJvw9FIbXBS2zVrHgSUFfuvuvy5fnCaNaHVLo/LXmDzv3HboJMlIb32cWncgs6VMLiAwTJ9HzAApwFnAKcCLyeVCBwZEcU3tEnZfFXFMfLl249x+7HuY30gf/HPvyQ2Oy5F/lCaMTJnowdf2VfEej0R5V8E83nZoG9lDakbNX4ulny4+1SzsRnvi35eQgrVL7Lt7J2u2x1CQOPr6eXusM2GVd8HDBExJSJE+ur+BlIpwS8l7d/CYZQfrtXTd+ocEbF71QTc12I6bRzy0oEnF+wEtPZ1Km9XUXxhr6oSUK/noqKyOrb59sUHcVnXqLn8/H4om3VOMz2itfLxYVAM2vX0BHerah3W9wFDLiLuj4hLgCOBHYFvFlbnX/cnjdox2a5mu0bbl5UmtHoO61G1D/B8PArYUMrQ7Be6vC1B3g1svn/efqDR1756YyXkaS1OtQMU1Tt+MQ3F45lZa2r/DouBQqPfinx91Vf3QfqbLLvGsmUeUd6s9wxMwJCLiDtJ3Ze+UNLkbPHN2XxU+wFJmwJ7ksZwuD07xmrgHmBbSbuWnCbvganYXqHyHHX2sQnQbBWiXNUYD3mD4lbljZFnTZ3OpKNvY8bIHK6fPr90MLyxjNNQK9+/UW8fZddS9nLTS4P1mfWieiWCzf4tD8NX92avcdLRt405UBqkAKsl69Z1ZjLLDFzAkJmazZ/O5ldm86NKtj0U2Bq4LiLWFpbX2+fVNdtAGq/hLmBvSXs2uY9NgFYfxLXbt6Nrv9rjN1NvOX/w1Tt/bcPmTjwsh+FFxqwd2t02YJiD9fH87g5zvpl1Sl8GDJL2lTSqpyBJm2QDt+1MCgDy8RPmAyuBt0g6oLD9lsCns3/Wfo49N5t/TNIOhX2mAe8D1gIX5MsjjYCX7/NZSZsU9jkGOIRU8nF1SxdrbdHql/Pi9rVdtnbqYVTVMLleSUGj0oh8fW3Xj+0Ogsxsg7JShlaD+XwAsWaDkH59Sa5t45Ub63gIxY8xY9Gv+eg2DNZpfRkwkL76/1HSIklzJf2zpK+Tui49ndQo+D35xhHxaPbvZwBXSTpf0meBZaRRnucD84oniIjrgLNI4yv8Kuu29WvADcCzgNOKozxnzgKuIw0U9zNJn5F0UXb8x4F3jXeUZ2ufsT5UxtNFapVOF6MXu34sPlCr+oSv0rcPU7M+0+wLc793YNDOsSfG+/uUtwPz75zZaIo+jCAlvYg0MvPBwO6krkpXk9oHfB/4ckQ8XLLfwcDHSEHClsBtwNez7Z+u3T7b5wTg70mjNK8DbgQ+FxGXVWy/FfAR4G2kgdweBa4CzoiIm8Z2xaPOcfcWbLXbIXpNOw43FBauWLZRA+JiQ8NuPmjzdEFqUF3WrqBdwUR+/WUNqRulwczGpt7fb7e7N+0VzTYQ73QaGp1/cXyftay5J+utsCdIunuLTbbZ7fDJ7+jI8X+y8j9Yu251T12zdUdfBgzDzgFD6xauWMaMkTlsduyDowZayrs+nShjDVLGGjg06mmpuJ2ZdUb+G7R05JyNgvdhV/xt6uRvcbHUoPYcxfZi9c7vgMGGWb9WSTJrSd5NXz6WQq4bdfnHGiyM9eWi1WDBxfFm7ZdXBaz3d+y/vc6ZPHcJmx374Ea/v8VusmdNnc7SkXP69//BuujMZJZxwGADK+9OdeGKZTy5YKf1dYJnTZ2+PlDoRHuEZlQ1cK6Sp7cswGn3V8p+rQtt1i/cZegGxd+vsTZ0blZtdcv8A1L+nBhvg2mzQeaAwQZW/sOffzmCjR9IM0bmMOno20Y9ICbiC9OMkTmjxl/I58Up3yZPY16doWi8LxGuFmHWXs3+TdZu19dfuNtgIkt8awe67HcR6zoymeUcMNhAqx2ErfiiXvWwmKiHyNKRcxp2t1jcphhUNKvegFLgEVXN2q3491n7t1oMBop/m8Xt6n1lH/TgvtMlDEV5O5I87/v6tzA6VB1pnbtWtQ0cMNhAK6tyNHnukgl9MJVpNSgZ65e3Rr2PuEcks/ZpVNWwOOZAcXn+stpMQDBoJRATWc2q9uNLMb9r27eZ2cYcMFhfq/fwXDl75vqHQP5gyAOIdn2pG8tgTGPZr6wqUpX8y2U+Fc9VLG0Y9K+VZhOp9m86rxNf+3dW/NvMtRK4t6MENK/uWKz22C2zpk6fsK/7xbyvLe3pex64zTrMAYP1tfyLXdlDr9iGYeXsmcwYmcP10+ePGvV4PGofPM2kN9++1Ydk7Yt/XupQGyCUpbHev82sM1p5IZ+IsQjyIAE2fIToVj3+4u9ZN0o6i51ggDt7MGtk024nwKyTRjUWHkmjHs+ifQ/lVh80k+cuYQZZf98rWjvXRPYoYmbNK+uMYNbU6SxdcQ6z5jb+vZmIQL6XfjMOXHYck+hulchuD9zZVuvcQNk6yyUM1vea+UpWr+FvNxRLP/I0zRiZ01RbhWIXgK2WcJjZxCj+1qy6/LlNdaXcyfr8tWO5dOK3sJX015Yq5Onp9O+Zu1A1GxsHDGZd1ugB2ejB7oeeWW8bS5Wbdr44t7MaZqfkwUanf8/yjzIDN6aF2zBYhzlgsKEza+r0nniAFrt3nTEyh6Uj55RWGaiq29xsA+p8u164ZrNhU690s177oqoX57KumKvaSuQlG9dPn79+u050eNCO9hftSlej37natgtm1hyFI8i+I+nuLdhqt0P0mm4nxcapHV+5yh58xQd4bT3dhSuWMWNkzvoG2Pm62ioLZjY4Vs6e2VJva60eu50lA51oW9CO618c32cta+6JiN3bmLRxkXT3Ftp6t1ds3Zmepq5+fD5r4/GeumbrDpcwmHVR3tvRWB5izexTO5ppsdh/4YplG41T4WDBbHB1sqpPLzWmruKqm2bj44DBrMuKgzm1qviSXzsoEWwY6bpsLAZIdavdaNps8HWyBLHdxx3Py32937OB/ijiNgzWYQ4YzMaonY3mxjtwUdlD8sBlx4368jdjZM5G2y5csawvvg6a2dgNU3VD/56ZdYbHYTAbo/wBvOry54574KFJR9/GjNmp947Njn1wfSPFejYOWEYHL08u2IlZR29I45Ozd2LpyDnrSx3KjlXW5sHMumu8f5PDEizkgdEwBUgABLCuQ6UBLmSwjEsYzMag+JX+yQU7te24k+cuaep4zTwMl46cs1E68y9vVV/gPOKpWW/yV/PWDFWwYDZBHDCYjUHxpbpdL9j5cSbPXdLUA6+Zbgjz9hFlJRZ5Y+sDlx3nB6xZj+rE1/KBG4MgM96qnf0rINZ1ZnIRg2VcJcmsx+Tdns6aOroqQr5u6YrRXxzzrlKLLwO1LxvFqkeTSccdb3UqM2u/doxtMEzaUTXUzKq5hMGsB+VVEPKxEnKzpk5n8twl60sF8m5Z66ntNQk8iJtZLxvUEoBOamfV0H4U66Ij07CSdKKkkHRit9NSJOnCLF3TJvrcLmEw6zH5F8WVs2ey2bEPMvnojas8pZeJZbAibVtsm3Dgsccxa+rGXyeL3arOmgqz5k7nydk7Af4aZ9aLWilVqA0uGu07qA2CG1UNHfgSiFjX7RQ0RdLuwCeBo4AdgXuBBcCZEfGnbqbN6nMJg1kPK/tqVq9EIX8gFl8IitsXB24zs97TSunfytkzG5YwWjLQwUKfkLQXsBQ4Cfg58EXgduAfgCWSduxi8qwBBwxmPWbl7JnrqyGVvdjnjaLzoKCsjUJxeW0j6nyb2vEYOslVLIbXwhXLXAWuBa282E6eu2T9b0QznSDk2w2iYf+N6ZMqSWcDOwMfiIhjI+IjEXEEKXDYB/indp/Q2scBg1mPyV8CNjv2waZHYS4rRSgb4bn4slAMRjr9lXJQX1KsvjxQqB1R3KOLt5f/vpwHvU7Sc4AjgeXA12pWnwGsBt4haZsJSMubJS2S9LCkv0haLuliSQc0uf8MSd+T9ICktZLulHS2pF1Ltr1KUmnkVa+dhKS/kbRY0uosnQsk7Vuy3b7ZMa6sk95fS3pS0pRmrq+KAwazHrRy9kyunz6fpSPnsHDFsoYvWMV+2vN2C1XKHqydqqI07F/9ht2ko28rHd/DVeLM2qxj3aq2zRHZ/IcRGx84Iv4MXAtsDRzYzpMWKbkQ+A7wEuA/SaUbi4FDgNc2cYzXAtcBrwN+DJwF3AzMAW5oR2NkSccBC4EDgO8C55HaeywB9ixuGxG/B34CHC5p75JjHQS8CLg0Iu4bT7rc6Lk/7byWNSyO73c7HdYp532fLedvys6bPw7AA49+kk3iCQAm7/rE+s1W3rs5AFtn3zXWbbM5O0+5hD32J9tvW9j6R2yyesM+E2mP/Z9gZdzTlXNbd0ze9Yn19yWkexLo2j1o/a/2nuqWtayBVKWmp3TyfSC75imS7q7aJiJ2b+JQ+2TzWyrW30oqgdgbWNRKGlvwHuAE4BfAqyJiVb5C0jNo8P9W0rbAhaR358MiYnFh3YeBzwBzSdcxJtk5zgPWAYdExA2FdV8ETi3Z7WzgcGA2cFrNutnZ/LyxpinngKE/PQlstpY1TwPjihiHQF4E13/59BBseNVe/7vGPfcWN1qz8T6r13DP6uKCVbSg7XmV0rqm0Wb9qH/vqw4b9f989RrnVXOcTxVKfke6lVc7k56/veQ+WP9i3yntCJImZfOqh1K+fPs2nKvK+7P5ycVgASAinib12FTPMaQv/RcXg4XMF4BTgFdJ2iMi7hpjGo8BngV8sxgsZEZIDcYn1SxfAKwATpT0sYhYCyBpe+B44A+k0pBxccDQhyJimzzabzKyH1rOp+Y5r5rnvGqe86o5zqfmOa82iIim6t33AWXzhi2tJZ3K6MBiQURU1oHN2ka8CLg/In45xjRmZfeMai8QEU9JugaYBrwUGGvAkJ/j6pJzrJK0DHhFybnPBz4BvBG4KFv1DmArYG5EjLsFuwMGMzMzM+uk/It+7dfx3HY129VzKvBXNcuWA/UazeUBxnjqyOZpryqJyJePp5QkP8f9FeurStXmAqcDJ7MhYJgNPAFcMI70rOeAwczMzMw66eZsPqphbuZ52byqjcN6ETFtDOd/JJvvNoZ9c3kwU9Xb0K4120Fqi4CkTSPiqZrtywKLfN9dKs5Reu6IuEfSfwGvl/R8YAdSicq8iHiw4lgtcS9JZmZmZtZJP8nmR0ra6N1T0jOBg0kNVa7vxMkjYjXwG2AXSS8d42HyqkyH1a6QtCnw8uyfNxZW5aNXP7vkeGXVyfJ9X1G7QtIkoF7/wWdn89m0sbFzzgGDmZmZmXVMRPwB+CGpjv/7alafCWxDaui7ms75cjY/L3v5Xk/SJmXjKNRYADwMvFVSbfevpwLPAX5c0+D559n8PTXneyXw1pJzXEoKMt5WMi7ECNVVuiD1LnULqSeo44FbIuIndbZviaskmZmZmVmnvZc0hsGXsxfm3wEvI3UJegvwsQ6f/3xSKcA7gVslXQo8CEwljRPxddJLeamIeEzSu0hjI1wt6bukxs0zSF2p3kdqQ1B0AfAh4KOS9gNuIlXLejVwCamRcu05ZgPzgMWS5pHaRrycVMXoGuDQivSFpHNJY0NAG0sXwCUMZmZmZtZhWSnDAaSxDF4G/E9gL9KX/5kR8VCHzx8RcQLwdlKwcjzwQVL1n8XA/23iGJeSqk9dDswijXvwfOBcYEZE3F6z/QPZ8a8gvejPIZUSvAq4rOIc84GjgKVZGk8hlWzMBO5okMQLSe0m1gLfaHQ9rVAbeloyMzMzM7MuknQYqb3ItyLiHe08tksYzMzMzMz63//K5l9t94HdhsHMzMzMrA9JejHwWlJbilcDl0XEz9p9HgcMZmZmZmb9aQbwv4FHSQ2y39uJk7gNg5mZmZmZVXIbBjMzMzMzq+SAwczMzMzMKjlgMDMzMzOzSg4YzMzMzMyskgOGPiNpd0lfl7RC0lpJyyV9SdIO3U5bp2TXGBXTfRX7HCTpckkPS3pc0q8knSrpGXXOc4Kkn0t6TNIqSVdJem3nrmxsJB0n6SuSFkt6NMuHbzXYp+P5IWkrSWdKulnSXyQ9IOn/SHr+eK53rFrJJ0nT6txjIek7dc7T1/mUpWlHSe+WdImk2yStya7lp5L+TlLps2LY7qtW88n3lf5F0iJJf8zy6mFJv5R0hqQdK/YZqnvKrF+4l6Q+Imkv4DpgZ+BS4PfAXwOHAzcDB3d6aPVukLQc2B74UsnqxyLi8zXbHwN8D/gLMI80pPrrgH2A+RHxppJzfJ40TP3dwHxgc+AtwLOA90dE2wdBGStJy4D9gMdI6d0X+HZEvL1i+47nh6QtgEXAwcANwJXAs4E3AU8AR3SiX+h6WsknSdOAO4D/BywoOdxvImJ+yX59n09Zuk4BzgHuJY0SehewC/AGYBLp/nlTFB4Yw3hftZpPvq/0BHAjcBPwALANcCBwALACODAi/ljYfujuKbO+ERGe+mQCFgJB+hEsLj8rW35ut9PYoeteDixvctvtSA+mtcABheVbkoKtAN5Ss89B2fLbgB0Ky6cBD5EeXtO6nQ+FdB0OPA8QcFiW9m91Mz+Aj2b7fBfYpLD8mGz5b4vLezCfpmXrL2zh+AORT9n5jyC9mG1Ss3wK6aU4gDcO+301hnwa9vtqy4rl/5Sl6+xhv6c8eeqXqesJ8NTk/yh4TvZjdkfJw+qZpK+oq4Ftup3WDlz7cpoPGN6V5dM3StYdka27umb5N7PlJ5Xs88ls3ZndzoeK6z2M+i/CHc8P0gv5ndnyPUv2uSZbd3gP59NYXuwGLp8qrvP0LF1f8X3Vcj75viq/xv2yNP3I95QnT/0xuQ1D/zgim/8wItYVV0TEn4Frga1Jxb2DaAtJb5d0uqR/kHR4RZ3WPJ9+ULLuGuBx4KCsWLqZfa6o2abfTER+7AXsAdwSEXc0uU+vmirp5Ow+O1nSS+psOyz59GQ2f6qwzPfVaGX5lPN9tbHXZfNfFZb5njLrYZt2OwHWtH2y+S0V628FjgT2JtXPHDRTgP+oWXaHpJMi4urCssp8ioinJN0BvJBUYvM7SdsAu5HaQtxbct5bs/ne40p990xEfjRzb9bu06telU3rSboKOCEi7iosG4p8krQp8M7sn8WXMt9XBXXyKTfU95Wk04BtSe08DgBeTgoWPlPYzPeUWQ9zCUP/mJTNV1Wsz5dvPwFpmWgXAK8kBQ3bAC8GziMV918hab/Ctq3m06Dn60TkxyDk4ePAp4AZwA7Z9ApSw9bDgEXZC0puWPLpM8CLgMsjYmFhue+rjVXlk++r5DTgDOBUUrDwA+DIiHiwsI3vKbMe5oBhcCibR1dT0QERcWZEXBkR90fE4xHxm4g4hdTYeytgpIXDjTWfBi5fMxORHz1/b0bEAxHxiYi4MSIeyaZrSKV2PwOeC7x7LIduYdueyidJHyD1PvN74B2t7p7NB/6+qpdPvq+yE0dMiQiRPvq8gVRK8EtJ+7dwmKG5p8x6kQOG/pF/+ZhUsX67mu2GwbnZ/NDCslbzqdH2jb5I9bqJyI+BvTcj4ing/OyfrdxnfZ1Pkt4H/CupO8zDI+Lhmk18X9FUPpUa1vsq++hzCSlg2pHUaDnne8qshzlg6B83Z/OqupXPy+ZVdTMH0QPZvFikX5lPWT3jPUmNEm8HiIjVwD3AtpJ2LTlHv+frROTHoN+bebWJ9ffZIOeTpFOBrwK/Ib0Elw2OOPT3VZP5VM9Q3VdFEXEnKch6oaTJ2eKhv6fMepkDhv7xk2x+pEaPJvpM0iA0a4DrJzphXTQzm99eWHZlNj+qZPtDST1JXRcRa5vc59U12/SbiciPP5D6oN9b0p5N7tNP8p7Hbq9ZPnD5JOnDwBeBZaSX4AcqNh3q+6qFfKpnaO6rClOz+dPZfKjvKbOe1+1+XT01PzGEA7eResV4VsnyvyL1aBHA6YXl25G+3A3swG01aT+MxgO3dTw/6PHBkJrIp5cBm5csPyK73gAOGuR8Aj6epeGGsr8531djyqehva9II6tPKVm+CRsGbrvW95QnT/0xKcJte/qFpL1IP5w7A5cCvyM9kA4nFaEeFBEPdS+F7SdpBPgIqYTlDuDPpL60X0N6kFwOvD4inijscywwn/Sw+A7wMPC3pC715gPHR82NL+kLwAeBu7NtNgfeTKpn+/6I+GrHLrJF2fUdm/1zCjCL9JVycbZsZUScVrN9R/Mj6xv9StID/AZS1757AG8CngCOiIifteHym9ZKPmVdXL4QuIp0zQAvYUN/7B+PiE+XnKPv8ylL1wnAhaSvvV+hvA738oi4sLDP0N1XrebTMN9XWZWtz5HGUPgD6QV+F1IvUc8B7gNeGRE3FfYZunvKrG90O2Lx1NoEPJvUzei9pB+3O0mN7up+6erXifRwuZjUA8kjpMGRHgR+ROr3XBX7HUwKJv5Eqqr1a+B/AM+oc64TgF+QRsz+M3A18Npu50FJOkdIX8KqpuXdyA9Sj1Vnkkp+1mb/n74LvKDX8wn4O+Ay0qjij2XpvwuYBxzS4Dx9nU9N5lUAVw37fdVqPg3zfUXqZvZrpGpbK0ntD1Zl1zRCxTNr2O4pT576ZXIJg5mZmZmZVXKjZzMzMzMzq+SAwczMzMzMKjlgMDMzMzOzSouRVu0AAAYCSURBVA4YzMzMzMyskgMGMzMzMzOr5IDBzMzMzMwqOWAwMzMzM7NKDhjMzMzMzKySAwYzMzMzM6vkgMHMzMzMzCo5YDAzMzMzs0oOGMzMzMzMrJIDBjOzjKSomaaM83gnZsc5sU1JbPa8F2bnnTbG/S+ryYcT25pAMzPrK5t2OwFmZj3mTuDC7L8f62I6uuki4AZgOnBMl9NiZmZd5oDBzGxjyyNipE3HugS4Hri3TcebEBFxEaQSEhwwmJkNPQcMZmYdEhGrgFXdToeZmdl4uA2DmfU1SQuyevbvL1n3qWzd+W04z7TsWBdK2jc778OSVkv6qaQjS/YZ1YZB0gezZd8r2f5vJD0t6deStqpZt2927j9KWivpfkkXSdqnhWv4W0mLJN2bHWOFpKslvbfF7DAzsyHigMHM+t27gLuAz0l6ab5Q0iuB04GbgA+08Xx7AkuAHYHzgO8CM4ArJL250c4RcRbwX8Abii/qWQPrbwF/Ad4cEWsK644CbgT+O/AL4F+BRcAbgJ9L2r/ReSXNBi4FXpCd/wvA5cBWwEkNr9rMzIaWqySZWV+LiIclvRW4GpiXvTxvTXr5XgscHxGPt/GUhwKfj4gP5QskfZUURJwr6YqIeLTBMU4ClgFfkHQt8OssvbsA74qImwrH3gG4GHgcOLRm3QuBnwHnA42ChpOBJ4D9IuKB4gpJkxvsa2ZmQ8wlDGbW9yLiOuDjwPNIX/2/BUwBPhARv23z6VYBn6w5/w3At4Htgdc3kd6HgLcCmwHzgE8DrwS+HREX1Gz+zuy4ZxSDhew4vwX+DXippBc0kfangCdL0rOyiX3NzGxIuYTBzAbFvwCHAW/L/n1xRIy77UKJGyPizyXLrwJOAF4KfKPRQSLip5LOIAULHwVuBU4p2XRmNt9P0kjJ+r2z+fNJ1a+qfJtUDem3kuaRSmSujYgHG6XVzMyGmwMGMxsIERGSLgFmZYu+1KFT3V+x/L5sPqmFY/0nqbRiE+D8iCgb92HHbP6eBsfatt7KiDhL0krgvaQ2HacCIelq4ENZKYmZmdkorpJkZgNB0vOAzwN/AtYB50vasgOn2qVieT4qdFPdqGZpuzj755+AT1T0eJQfb7+IUJ2pmVKNb0bEgaQg5DXAv5PaZCyUtHMz6TYzs+HjgMHM+p6kLUhtAbYB3gL8M/BiOlPKsL+kZ5YsPyyb/7LJ45wF7EdK61tIDbXnlQQ512fzQ1pMZ6WIeCQiLo+I95BGtX5WO49vZmaDxQGDmQ2Cz5PaDnw2In4InAFcC5ws6fg2n2sS8IniAkkHkLo8XUUa3bkuSW8E5mRpPCNL82dJAcRZNZtfADwCnCHpr0uOtYmkw5o451GSyqqh5iUL7exJyszMBojbMJhZX5N0LPD3pO5F/xEgIp7OulpdBvybpBsi4vY2nfIa4N2SXkZ64d8VeDPpA8zJjbpUlTSN1A3qn4C3RcTT2ap/JFUPmiNpUUR8L7uWhyQdRwpErpe0CPgtqdrVHqRG0TsCjapffQf4i6SfAssBkUoV/huwFPhxk9dvZmZDxiUMZta3JO0BfJ30Zf+tEfFUvi4i/kga1G074DuSNm/Tae8ADiK98J8CHE8aVO3oiJjXIL2bkV7ctwfeHRF3FdL7FKmr1UeAf5e0Z2HdIuAlwNnAtOy87wZeBFxJqtLUyEdIY0XsT2r4fBKpW9cPA4dHxKjuVs3MzAAUEd1Og5lZT5AUwNURcVjJummkYOEbEXHihCasSySdSKoSdVJEXNjd1JiZWbe4SpKZ2cZekQUOALtGxH11tx5Aki4j9aJkZmbmgMHMrODMmn+XjYswDC4CiuMyLOtWQszMrPscMJiZZSJipNtp6AURcVG302BmZr3DbRjMzMzMzKySe0kyMzMzM7NKDhjMzMzMzKySAwYzMzMzM6vkgMHMzMzMzCo5YDAzMzMzs0oOGMzMzMzMrJIDBjMzMzMzq+SAwczMzMzMKjlgMDMzMzOzSg4YzMzMzMyskgMGMzMzMzOr5IDBzMzMzMwqOWAwMzMzM7NKDhjMzMzMzKzS/wfY0/P0vC+etAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cloud mask data\n",
    "# 0 is cloudy\n",
    "# 1 is probably cloudy\n",
    "# 2 is probably clear\n",
    "# 3 is clear\n",
    "imshow(np.fliplr(np.flipud(f['geophysical_data']['Integer_Cloud_Mask'])))\n",
    "cbar = colorbar()\n",
    "cbar.set_ticks([0,1,2,3])\n",
    "cbar.set_ticklabels(['0 - cloudy', '1', '2', '3 - clear'])\n",
    "xlabel('x [pixels]'); ylabel('y [pixels]')\n",
    "title('VIIRS Integer Cloud Mask')\n",
    "np.unique(f['geophysical_data']['Integer_Cloud_Mask'])\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['latitude',\n",
       " 'longitude',\n",
       " 'sensor_azimuth',\n",
       " 'sensor_zenith',\n",
       " 'solar_azimuth',\n",
       " 'solar_zenith']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(f['geolocation_data'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "latE = np.array(f['geolocation_data']['latitude'])\n",
    "lonE = np.array(f['geolocation_data']['longitude'])\n",
    "clouds = np.array(f['geophysical_data']['Integer_Cloud_Mask'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets get back to spatial queries for the Landsat image. Distance calculations are expensive if you do millions of them, so we'll coarsen the Landsat image by an order of magnitude to display the scene. This also makes sense given the plotting environment--displaying a ~9000 x ~9000 pixel image will just get binned anyway, so we might as well speed up the plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((835, 828), (835, 828))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using 300 meter spacing for display\n",
    "LSx_small , LSy_small = meshgrid(r_[ULX:ULX+(ds.RasterXSize*Xres):Xres*10], \n",
    "                                 r_[ULY:ULY+(ds.RasterYSize*Yres):Yres*10]) \n",
    "LScoords_small = np.vstack([LSx_small.ravel(),LSy_small.ravel()]).T\n",
    "shape(LSx_small), shape(LSy_small)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Radians are needed to use haversine distances, which\n",
    "# do spherical distance calculation correctly...\n",
    "LS_rad_small = np.vstack(p2(LScoords_small[:,0], \n",
    "                            LScoords_small[:,1],inverse=True)).T\n",
    "LS_rad_small *= pi/180      # to radians\n",
    "VIIRS_rad = np.vstack([lonE[:].ravel(),latE[:].ravel()]).T\n",
    "VIIRS_rad *= np.pi / 180.   # to radians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26.4 s ± 62 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "VIIRS_Ball = BallTree(VIIRS_rad,metric='haversine')\n",
    "# VIIRS search object\n",
    "# This is one of two 'heavy' computational steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "VIIRS_Ball = BallTree(VIIRS_rad,metric='haversine')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We're going to determine, for each 'coarsened landsat \n",
    "# pseudo pixel', what the closest corresponding VIIRS \n",
    "# pixel is. This will let us plot the VIIRS pixels (source)\n",
    "# at the same locations and extent as the target pixels\n",
    "\n",
    "# return_dists=False, and breadth_first=True to speed up query\n",
    "indiciesVIIRS = VIIRS_Ball.query(LS_rad_small, k=1, \n",
    "                                 breadth_first=True, \n",
    "                                 return_distance=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(np.reshape(clouds[:].ravel()[indiciesVIIRS], (835, 828)))\n",
    "cbar = colorbar()\n",
    "cbar.set_ticks([0,1,2,3])\n",
    "cbar.set_ticklabels(['0 - cloudy', '1', '2', '3 - clear'])\n",
    "xlabel('x [coarsened pixels]'); ylabel('y [coarsened pixels]')\n",
    "show()\n",
    "# '0' (purple) is cloudy\n",
    "# '3' (yellow) is clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pixel by pixel masking\n",
    "---------------------------------\n",
    "\n",
    "Above is a good visual indicator of how cloudy the scene is, but normally we want exact indices for masking data. To do this, we need exact pixel-to-pixel alignment and matching. There are two steps to this; building a spatial index tree, and then querying it. Above, we already (in cells 24-25) built the index tree on the VIIRS coords (the source coordinates), and used a ***small*** subset of the target coordinates to query. Since there are $8,271 * 8,341 = 68,988,411$ **total** Landsat pixels, we'll do some simple parallelization to speed things up, chunking the distance queries into blocks of 1 million points and distributing among however many cores our machine has. On our compute node with 28 cores, this takes about a minute; for my laptop with 4 cores, it takes between 7 and 10 minutes. There are also GPU options for distance queries-- see [this post](https://medium.com/aspectum/acceleration-for-the-nearest-neighbor-search-on-earths-surface-using-python-513fc75984aa) for some in depth ideas on speeding things up. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = 28    # Replace with your core count \n",
    "qq = lambda x: VIIRS_Ball.query(LS_rad[x*1000000:(x+1)*1000000], \n",
    "                                k=1, breadth_first=True, \n",
    "                                return_distance=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1min 4s ± 377 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "first = Parallel(n_jobs=c)(delayed(qq)(int(i)) for i in range(68))\n",
    "second = VIIRS_Ball.query(LS_rad[68*1000000:], k=1,\n",
    "                          breadth_first=True,\n",
    "                          return_distance=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "first = Parallel(n_jobs=c)(delayed(qq)(int(i)) for i in range(68))\n",
    "second = VIIRS_Ball.query(LS_rad[68*1000000:], k=1,\n",
    "                          breadth_first=True,\n",
    "                          return_distance=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the previous couple cells are much more computationally intensive than I would expect compared to a library that would do this. We've grabbed the coordinates for ***all*** of the Landsat pixels (including the no data edge portions of the scene); normally you would just feed in your area of interest as a coordinate array. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# smush all the indices together\n",
    "ls_idx = np.concatenate((np.concatenate(first),second))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define conservative cloud mask-- only keep clear pixels\n",
    "clouds_filter = ~(clouds[:] == 3)\n",
    "# (we could leave in the 'probably clear' pixels with)\n",
    "clouds_filter2 = (clouds[:] == 0) + (clouds[:] == 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We'll remove the clouds from the data array directly,\n",
    "# replacing clouds with nans\n",
    "final = np.copy(LSC)\n",
    "final[np.reshape(clouds_filter.ravel()[ls_idx],\n",
    "                (8341,8271)),0] = np.nan\n",
    "final[np.reshape(clouds_filter.ravel()[ls_idx],\n",
    "                (8341,8271)),1] = np.nan\n",
    "final[np.reshape(clouds_filter.ravel()[ls_idx],\n",
    "                (8341,8271)),2] = np.nan\n",
    "imshow(final)\n",
    "title('Landsat 8 true color cloud-filtered with VIIRS ')\n",
    "xlabel('x [raw pixels]'); ylabel('y [raw pixels]')\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cloud detection from VIIRS is based in part on liquid water detection; you can see that some outlet streams are wet enough to get masked as clouds, but not wet enough to get classified as stand alone water bodies. Fortunately, the lakes and melt ponds on the ice sheet are ***not*** identified as clouds. The eastern bank of clouds a well identified, although the resolution difference (750m vs 30m) is visible. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does this compare?\n",
    "-----------------------------------\n",
    "\n",
    "As I mentioned at the very top, the more common approach for sensors that have the spectral resolution for cloud detection is a sensor specific cloud mask. Landsat 1-7 lacked channels for detecting clouds, but Landsat 8 added a few targeted bands to enable cloud detection without using external data. The cloud mask for Landsat 8 isn't produced automatically; it is an on demand product that is delivered when you request calibrated reflectance retrieval from USGS. I grabbed the LS8 specific product for comparison-- you can grab it at:\n",
    "\n",
    "[Just the aerosol cloudmask](https://espg.keybase.pub/cloudmasking/LC08_L1TP_006013_20140714_20170421_01_T1_sr_aerosol.tif)\n",
    "\n",
    "[All the reflectance data](https://espg.keybase.pub/cloudmasking/LC080060132014071401T1-SC20200512165812.tar.gz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in the QA / aerosol band for LS8\n",
    "# may take a sec to download depending on connection speed\n",
    "qa = gdal.Open(aero_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define data mask\n",
    "data_mask = ds.ReadAsArray(0) != 0\n",
    "\n",
    "# LS8 clouds are coded as '8'; get them\n",
    "LS8_QA = qa.ReadAsArray(0)==8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((8321, 8261), (8341, 8271))"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The 'QA' band is 10 pixels shorter per side,\n",
    "# and 5 pixels shorter top to bottom...\n",
    "# ...which is a hassle...\n",
    "np.shape(qa.ReadAsArray(0)), np.shape(ds.ReadAsArray(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare = np.zeros_like(qa.ReadAsArray(0), dtype=np.float32)\n",
    "compare[~data_mask[10:-10,5:-5]] = np.nan\n",
    "compare[data_mask[10:-10,5:-5]] += LS8_QA[data_mask[10:-10,5:-5]]*10\n",
    "# Awful indexing\n",
    "compare[data_mask[10:-10,5:-5]] -= np.reshape(clouds_filter.ravel()[ls_idx],\n",
    "                      (8341,8271))[10:-10,5:-5][data_mask[10:-10,5:-5]]*20\n",
    "imshow(compare)\n",
    "xlabel('x [raw pixels]'); ylabel('y [raw pixels]')\n",
    "title('VIIRS/Landsat 8 Cloud Mask Comparison')\n",
    "cbar = colorbar()\n",
    "cbar.set_ticks([-20,-10,0,10])\n",
    "cbar.set_ticklabels(['VIIRS: Cloudy;altitude LS8: Clear', 'Both Cloudy', 'Both Clear', 'VIIRS: Clear; LS8: Cloudy'])\n",
    "show()\n",
    "# Purple is where VIIRS masks clouds, but LS8 doesn't\n",
    "# Yellow is where LS8 masks clouds, but VIIRS doesn't\n",
    "# Blue is where both mask clouds\n",
    "# Green is where both agree that it is clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both the Landsat 8 cloud mask and VIIRS get the main, opaque cloud in the upper right hand corner; LS8 gets a bit more on the edges, but this could be a pixel size artifact (i.e., less then a full VIIRS pixel is cloud occupied). Regardless, it would be fairly simple to buffer the VIIRS mask to make the edges more conservative. There is a small VIIRS detected cloud at (X=4500, Y=6200), which given the similar shape to the LS8 cloud at (X=6000, Y=6000), makes me curious if it is the same cloud... there is a bit of a temporal mismatch, and my guess is that cloud is at a higher altitude than the rest of the bank and moving much faster. The altitude and angular difference in the field of view may exaggerate the effect too.\n",
    "\n",
    "Although the two mask agree in the upper right, I think that VIIRS may be more trustworthy in the lower right where there is disagreement. The LS8 mask is based off of brightness, and discrimination of white clouds from white snow by relying on other shortwave sources of spectral contrast. This is different from VIIRS, which is doing a full precipitable water inversion, and basing the classification off of water content (hence the VIIRS artifacts in the West of the image around streams). Looking at the original true color image, I think that VIIRS is more conservative than LS8 for a lot of the cloud bank, and may be more accurate for some of the less dense clouds-- although the spatial resolution is obviously not as high.\n",
    "\n",
    "Overall though, the two mask agree pretty well, and both look like they do a decent job of masking clouds, although the risk adverse should buffer them for spectral retrievals."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next steps\n",
    "----------\n",
    "\n",
    "So if Landsat 8 has an on demand cloud mask that is passably good, why bother with all of this in the first place? Well, the main reason is that the same process works with other sensors that ***don't*** have in-sensor cloud detection capabilities. More explicitly, this includes both ICESat missions, *previous* Landsat missions (Landsat 5 and 7), Sentinel 2 (which lacks the thermal bands used by Landsat 8), and any sort of commercial imagery. Cloud masking for the ICESat missions is particularly challenging, as cloud attenuated signals can be easily misinterpreted as expressing different surface phenomenon (i.e., surface roughness).\n",
    "\n",
    "Making a general purpose cloud masking library would ideally do a few things:\n",
    "\n",
    "1. Automate selection of source granules\n",
    "  - Hopefully in a way that has a sensible but overridable default\n",
    "2. Enable definition of multiple/new cloud mask sources\n",
    "  - i.e., be modular\n",
    "3. Deal with spaciotemporal mismatches\n",
    "  - e.g., by buffering, predicting cloud drift\n",
    "4. Be fast\n",
    "5. Be usable for other parameters\n",
    "  - e.g., be able to grab/calculate optical thickness, etc.\n",
    "6. Be flexible\n",
    "  - Allow different coordinate options\n",
    "  - Allow different distance metrics\n",
    "  - be agnostic to raster or vector queries\n",
    "7. Be easy\n",
    "  - Get metadata directly from geotiffs or other input\n",
    "  - Return masks without much code\n",
    "\n",
    "For item 1 above, getting cloud compatible retrieval would be best... I think that MODIS granules are available on Google's cloud, but I'm not sure exactly what products, or how to access them."
   ]
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   "source": [
    ".. post:: 17 May, 2020"
   ]
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